<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Marketing Data Analytics & AI Strategy: AI Application]]></title><description><![CDATA[Ứng dụng AI vào công việc hằng ngày, từ phân tích, tổng hợp insight đến tối ưu workflow và hỗ trợ ra quyết định.

]]></description><link>https://analytics.tomorrowmarketers.org/s/ai-application</link><image><url>https://substackcdn.com/image/fetch/$s_!bIpf!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62f9d148-f921-408f-80b2-0ab3427701d1_960x960.png</url><title>Marketing Data Analytics &amp; AI Strategy: AI Application</title><link>https://analytics.tomorrowmarketers.org/s/ai-application</link></image><generator>Substack</generator><lastBuildDate>Fri, 01 May 2026 13:35:58 GMT</lastBuildDate><atom:link href="https://analytics.tomorrowmarketers.org/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Marketing Data Analytics & AI Strategy]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[insightouch@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[insightouch@substack.com]]></itunes:email><itunes:name><![CDATA[Joey]]></itunes:name></itunes:owner><itunes:author><![CDATA[Joey]]></itunes:author><googleplay:owner><![CDATA[insightouch@substack.com]]></googleplay:owner><googleplay:email><![CDATA[insightouch@substack.com]]></googleplay:email><googleplay:author><![CDATA[Joey]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Giải mã cơn sốt Vibe Marketing: Làm thế nào để biến quy trình Marketing thành một hệ thống vận hành tự động với AI?]]></title><description><![CDATA[Vibe Marketing - c&#225;ch ti&#7871;p c&#7853;n k&#7871;t h&#7907;p gi&#7919;a vibe coding v&#224; marketing &#273;&#7875; x&#226;y d&#7921;ng c&#225;c h&#7879; th&#7889;ng c&#243; th&#7875; t&#7921; &#273;&#7897;ng h&#243;a nhi&#7873;u ho&#7841;t &#273;&#7897;ng ti&#7871;p th&#7883;. T&#236;m hi&#7875;u chi ti&#7871;t t&#7841;i b&#224;i vi&#7871;t sau!]]></description><link>https://analytics.tomorrowmarketers.org/p/giai-ma-con-sot-vibe-marketing</link><guid isPermaLink="false">https://analytics.tomorrowmarketers.org/p/giai-ma-con-sot-vibe-marketing</guid><dc:creator><![CDATA[Marketing Analytics & AI]]></dc:creator><pubDate>Fri, 24 Apr 2026 07:18:48 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!PDIg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe748f1c3-aeba-4f99-a9c4-bb5eb311fd7c_2048x1144.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>D&#7841;o g&#7847;n &#273;&#226;y, c&#243; m&#7897;t kh&#225;i ni&#7879;m m&#7899;i xu&#7845;t hi&#7879;n trong marketing &#273;&#432;&#7907;c nhi&#7873;u ng&#432;&#7901;i nh&#7855;c t&#7899;i, &#273;&#243; ch&#237;nh l&#224; Vibe Marketing - <strong>c&#225;ch ti&#7871;p c&#7853;n k&#7871;t h&#7907;p gi&#7919;a vibe coding v&#224; marketing &#273;&#7875; x&#226;y d&#7921;ng c&#225;c h&#7879; th&#7889;ng c&#243; th&#7875; t&#7921; &#273;&#7897;ng h&#243;a nhi&#7873;u ho&#7841;t &#273;&#7897;ng ti&#7871;p th&#7883;.</strong></p><p style="text-align: justify;">Nghe c&#243; v&#7867; l&#224; c&#226;u chuy&#7879;n d&#224;nh cho c&#225;c c&#244;ng ty l&#7899;n v&#7899;i &#273;&#7897;i ng&#361; m&#7841;nh v&#7873; c&#244;ng ngh&#7879;, nh&#432;ng li&#7879;u th&#7921;c t&#7871; c&#243; ph&#7843;i nh&#432; v&#7853;y? Hay ngay c&#7843; doanh nghi&#7879;p nh&#7887;, team marketing tinh g&#7885;n ho&#7863;c nh&#7919;ng ng&#432;&#7901;i &#273;ang l&#224;m &#7903; v&#7883; tr&#237; executive c&#361;ng &#273;&#227; c&#243; th&#7875; &#7913;ng d&#7909;ng m&#244; h&#236;nh n&#224;y v&#224;o c&#244;ng vi&#7879;c h&#7857;ng ng&#224;y?</p><p style="text-align: justify;">Trong b&#224;i vi&#7871;t n&#224;y, ch&#250;ng ta s&#7869; c&#249;ng t&#236;m hi&#7875;u Vibe Marketing l&#224; g&#236;, v&#236; sao xu h&#432;&#7899;ng n&#224;y &#273;ang n&#7893;i l&#234;n v&#224; ai m&#7899;i th&#7853;t s&#7921; l&#224; ng&#432;&#7901;i c&#243; th&#7875; t&#7853;n d&#7909;ng n&#243; hi&#7879;u qu&#7843; nh&#233;.</p><h2 style="text-align: justify;"><strong>V&#7853;y Vibe Marketing l&#224; g&#236;?</strong></h2><p style="text-align: justify;">&#8220;Vibe&#8221; &#7903; &#273;&#226;y kh&#244;ng ph&#7843;i l&#224; c&#7843;m x&#250;c m&#224; n&#243; &#273;&#7841;i di&#7879;n cho m&#7897;t ph&#432;&#417;ng th&#7913;c t&#432;&#417;ng t&#225;c m&#7899;i gi&#7919;a con ng&#432;&#7901;i v&#224; m&#225;y m&#243;c, khi<strong> &#253; t&#432;&#7903;ng (vibe) &#273;&#432;&#7907;c chuy&#7875;n h&#243;a tr&#7921;c ti&#7871;p th&#224;nh s&#7843;n ph&#7849;m (output)</strong> m&#224; kh&#244;ng c&#7847;n qua c&#225;c kh&#226;u trung gian r&#432;&#7901;m r&#224;. Vibe Marketing l&#224; s&#7921; k&#7871;t h&#7907;p c&#7911;a hai c&#244;ng ngh&#7879;:</p><ul><li><p style="text-align: justify;"><strong>Vibe Coding:</strong> S&#7917; d&#7909;ng c&#225;c c&#244;ng c&#7909; vibe coding &#8211; nh&#7919;ng n&#7873;n t&#7843;ng cho ph&#233;p t&#7841;o ra t&#224;i s&#7843;n k&#7929; thu&#7853;t s&#7889; (web, &#7913;ng d&#7909;ng, c&#244;ng c&#7909;) g&#7847;n nh&#432; ngay l&#7853;p t&#7913;c th&#244;ng qua c&#225;c c&#226;u l&#7879;nh. B&#7841;n kh&#244;ng c&#7847;n ng&#7891;i vi&#7871;t t&#7915;ng d&#242;ng code; b&#7841;n ch&#7881; c&#7847;n truy&#7873;n t&#7843;i &#8220;vibe&#8221; (&#253; t&#432;&#7903;ng v&#224; mong mu&#7889;n), m&#225;y m&#243;c s&#7869; hi&#7879;n th&#7921;c h&#243;a n&#243;.</p></li></ul><ul><li><p style="text-align: justify;"><strong>AI Agent &amp; Workflow Platforms: </strong>C&#225;c h&#7879; th&#7889;ng nh&#432; Gum Loop, N8N, Manis, Lindy.ai hay String.com. &#272;&#226;y l&#224; b&#7897; n&#227;o &#273;&#7913;ng sau c&#225;c chi&#7871;n d&#7883;ch, &#273;&#243;ng vai tr&#242; t&#7921; &#273;&#7897;ng h&#243;a qu&#225; tr&#236;nh ra quy&#7871;t &#273;&#7883;nh v&#224; v&#7853;n h&#224;nh.</p></li></ul><p style="text-align: justify;">&#8658; Khi k&#7871;t h&#7907;p l&#7841;i, ch&#250;ng cho ph&#233;p m&#225;y m&#243;c s&#7903; h&#7919;u ho&#224;n to&#224;n l&#7899;p th&#7921;c thi (execution layer) - <strong>t&#7915; s&#225;ng t&#7841;o n&#7897;i dung, s&#7843;n xu&#7845;t qu&#7843;ng c&#225;o, ti&#7871;p c&#7853;n kh&#225;ch h&#224;ng cho &#273;&#7871;n nghi&#234;n c&#7913;u th&#7883; tr&#432;&#7901;ng</strong>. T&#7845;t c&#7843; di&#7877;n ra l&#7863;p &#273;i l&#7863;p l&#7841;i v&#7899;i chi ph&#237; c&#7921;c th&#7845;p nh&#432;ng hi&#7879;u su&#7845;t l&#7841;i &#273;&#7841;t m&#7913;c c&#7921;c &#273;&#7841;i.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!PDIg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe748f1c3-aeba-4f99-a9c4-bb5eb311fd7c_2048x1144.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!PDIg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe748f1c3-aeba-4f99-a9c4-bb5eb311fd7c_2048x1144.png 424w, 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x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>C&#225;ch &#7913;ng d&#7909;ng Automation trong workflow marketing (b&#224;i gi&#7843;ng trong kh&#243;a <strong><a href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_cta&amp;utm_content=vibe-marketing">AI Marketing</a></strong>)</em></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><em>Subcribe &#8220;Marketing Data Analytics &amp; AI Strategy&#8221; &#273;&#7875; &#273;&#432;&#7907;c c&#7853;p nh&#7853;t th&#234;m nhi&#7873;u b&#224;i vi&#7871;t h&#7919;u &#237;ch v&#7873; AI b&#7841;n nh&#233;!</em></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><h2 style="text-align: justify;"><strong>Quy tr&#236;nh v&#7853;n h&#224;nh c&#7911;a Vibe Marketing</strong></h2><p style="text-align: justify;">Trong khi m&#244; h&#236;nh c&#361; t&#7853;p trung v&#224;o chi&#7871;n d&#7883;ch c&#243; &#273;i&#7875;m b&#7855;t &#273;&#7847;u v&#224; k&#7871;t th&#250;c, th&#236; Vibe Marketing t&#7853;p trung v&#224;o m&#7897;t h&#7879; th&#7889;ng v&#242;ng l&#7863;p v&#244; t&#7853;n. M&#7897;t v&#242;ng l&#7863;p VM ti&#234;u chu&#7849;n bao g&#7891;m 5 b&#432;&#7899;c:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vpEY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vpEY!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 424w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 848w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 1272w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vpEY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png" width="1456" height="813" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:813,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vpEY!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 424w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 848w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 1272w, https://substackcdn.com/image/fetch/$s_!vpEY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F097e6b0c-cbeb-40a6-b3e0-4508a7670139_2048x1143.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><ul><li><p style="text-align: justify;"><strong>Tr&#237;ch xu&#7845;t d&#7919; li&#7879;u (Pull):</strong> C&#224;o d&#7919; li&#7879;u t&#7915; c&#225;c lu&#7891;ng th&#7843;o lu&#7853;n tr&#234;n Reddit, Google Sheets, API m&#7841;ng x&#227; h&#7897;i ho&#7863;c c&#225;c c&#244;ng c&#7909; ph&#226;n t&#237;ch.</p></li></ul><ul><li><p style="text-align: justify;"><strong>Chuy&#7875;n &#273;&#7893;i (Transform):</strong> &#272;&#432;a d&#7919; li&#7879;u th&#244; v&#224;o LLM &#273;&#7875; vi&#7871;t l&#7841;i, t&#243;m t&#7855;t ho&#7863;c tr&#237;ch xu&#7845;t c&#225;c &#8220;hook&#8221; (&#273;i&#7875;m ch&#7841;m t&#226;m l&#253;) h&#7845;p d&#7851;n.</p></li></ul><ul><li><p style="text-align: justify;"><strong>Ph&#226;n t&#237;ch (Analyze):</strong> &#272;&#225;nh gi&#225; c&#225;c &#253; t&#432;&#7903;ng, x&#225;c &#273;&#7883;nh l&#7895; h&#7893;ng n&#7897;i dung v&#224; &#432;u ti&#234;n nh&#7919;ng ph&#432;&#417;ng &#225;n ti&#7873;m n&#259;ng nh&#7845;t.</p></li></ul><ul><li><p style="text-align: justify;"><strong>Tri&#7875;n khai (Apply):</strong> Bi&#7871;n nh&#7919;ng hi&#7875;u bi&#7871;t &#273;&#243; th&#224;nh n&#7897;i dung b&#224;i vi&#7871;t, m&#7851;u qu&#7843;ng c&#225;o ho&#7863;c email g&#7917;i kh&#225;ch h&#224;ng.</p></li></ul><ul><li><p style="text-align: justify;"><strong>&#272;&#243;ng v&#242;ng l&#7863;p (Close the loop):</strong> Thu th&#7853;p d&#7919; li&#7879;u hi&#7879;u su&#7845;t v&#224; n&#7841;p ng&#432;&#7907;c l&#7841;i cho c&#225;c AI Agent &#273;&#7875; ch&#250;ng t&#7921; &#273;&#7897;ng c&#7843;i thi&#7879;n &#7903; c&#225;c phi&#234;n b&#7843;n sau.</p></li></ul><h2 style="text-align: justify;"><strong>L&#224;m th&#7871; n&#224;o &#273;&#7875; doanh nghi&#7879;p SME c&#243; th&#7875; ti&#7871;p c&#7853;n v&#7899;i m&#244; h&#236;nh n&#224;y?</strong></h2><p style="text-align: justify;">Tr&#234;n th&#7921;c t&#7871;, ch&#237;nh SME l&#7841;i c&#243; th&#7875; h&#432;&#7903;ng l&#7907;i r&#7845;t nhi&#7873;u t&#7915; Vibe Marketing, v&#236; h&#7885; th&#432;&#7901;ng b&#7883; gi&#7899;i h&#7841;n v&#7873; ngu&#7891;n l&#7921;c v&#224; c&#7847;n m&#7897;t c&#225;ch v&#7853;n h&#224;nh tinh g&#7885;n h&#417;n &#273;&#7875; c&#7841;nh tranh. C&#243; ba &#273;&#7883;nh h&#432;&#7899;ng m&#224; c&#225;c SME c&#243; th&#7875; t&#7853;p trung:</p><h3 style="text-align: justify;"><strong>1. S&#7843;n xu&#7845;t content h&#224;ng lo&#7841;t:</strong></h3><p style="text-align: justify;">V&#7899;i Vibe Marketing, b&#7841;n c&#243; th&#7875; qu&#233;t c&#225;c th&#7843;o lu&#7853;n tr&#234;n c&#225;c social platform, website &#273;&#7889;i th&#7911; ho&#7863;c c&#7897;ng &#273;&#7891;ng &#273;&#7875; t&#236;m ra nh&#7919;ng c&#226;u h&#7887;i th&#7853;t, pain point th&#7853;t, c&#225;c g&#243;c nh&#236;n &#273;ang &#273;&#432;&#7907;c tranh lu&#7853;n ho&#7863;c nh&#7919;ng kho&#7843;ng tr&#7889;ng n&#7897;i dung m&#224; th&#7883; tr&#432;&#7901;ng ch&#432;a tr&#7843; l&#7901;i t&#7889;t.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!O8f5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!O8f5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 424w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 848w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 1272w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!O8f5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png" width="1456" height="715" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:715,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!O8f5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 424w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 848w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 1272w, https://substackcdn.com/image/fetch/$s_!O8f5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0056b99-437e-4a81-943a-72f7ed6a1774_1839x903.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>Workflow t&#7921; &#273;&#7897;ng t&#7841;o content v&#224; &#273;&#259;ng b&#224;i tr&#234;n Facebook (project cu&#7889;i kh&#243;a c&#7911;a h&#7885;c vi&#234;n kh&#243;a <strong><a href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_cta&amp;utm_content=vibe-marketing">AI Marketing</a></strong>)</em></p><p style="text-align: justify;">Sau &#273;&#243;, AI s&#7869; h&#7895; tr&#7907; gom nh&#243;m t&#237;n hi&#7879;u, ph&#225;t hi&#7879;n m&#7851;u l&#7863;p, t&#243;m t&#7855;t insight v&#224; &#273;&#7873; xu&#7845;t h&#432;&#7899;ng tri&#7875;n khai. Khi k&#7871;t h&#7907;p th&#234;m ph&#226;n t&#237;ch kho&#7843;ng tr&#7889;ng gi&#7919;a n&#7897;i dung hi&#7879;n c&#243; tr&#234;n th&#7883; tr&#432;&#7901;ng v&#7899;i nhu c&#7847;u th&#7921;c c&#7911;a ng&#432;&#7901;i &#273;&#7885;c, doanh nghi&#7879;p kh&#244;ng ch&#7881; t&#7841;o n&#7897;i dung nhanh h&#417;n m&#224; c&#242;n c&#243; c&#417; h&#7897;i t&#7841;o n&#7897;i dung &#273;&#250;ng h&#417;n.</p><blockquote><p>&#272;&#7885;c th&#234;m: <strong><a href="https://zoedatalens.substack.com/p/workflow-tu-dong-dang-bai">Workflow AI gi&#250;p m&#7895;i ng&#224;y t&#7921; &#273;&#7897;ng l&#7845;y news AI, vi&#7871;t caption v&#224; t&#7921; post Facebook</a></strong></p></blockquote><h3 style="text-align: justify;"><strong>2. Th&#7917; nghi&#7879;m qu&#7843;ng c&#225;o t&#7889;c &#273;&#7897; cao:</strong></h3><p style="text-align: justify;">Digital advertising ng&#224;y nay l&#224; cu&#7897;c ch&#417;i c&#7911;a t&#7889;c &#273;&#7897;. Kh&#244;ng &#237;t th&#432;&#417;ng hi&#7879;u v&#7851;n d&#224;nh r&#7845;t nhi&#7873;u th&#7901;i gian &#273;&#7875; chu&#7849;n b&#7883; m&#7897;t s&#7889; l&#432;&#7907;ng nh&#7887; creative, &#273;&#7863;t nhi&#7873;u k&#7923; v&#7885;ng v&#224;o t&#7915;ng asset v&#224; ch&#7881; sau m&#7897;t th&#7901;i gian t&#432;&#417;ng &#273;&#7889;i d&#224;i m&#7899;i b&#7855;t &#273;&#7847;u c&#243; &#273;&#7911; d&#7919; li&#7879;u &#273;&#7875; t&#7889;i &#432;u. C&#225;ch l&#224;m n&#224;y kh&#244;ng sai, nh&#432;ng n&#243; ng&#224;y c&#224;ng kh&#243; theo k&#7883;p m&#244;i tr&#432;&#7901;ng attention ng&#7855;n v&#224; bi&#7871;n &#273;&#7897;ng nhanh nh&#432; hi&#7879;n nay.</p><p style="text-align: justify;">V&#7899;i Vibe Marketing, h&#7879; th&#7889;ng c&#243; th&#7875; thu th&#7853;p c&#225;c m&#7851;u qu&#7843;ng c&#225;o &#273;ang ho&#7841;t &#273;&#7897;ng t&#7889;t tr&#234;n th&#7883; tr&#432;&#7901;ng, d&#249;ng AI &#273;&#7875; b&#243;c t&#225;ch hook, c&#7845;u tr&#250;c v&#224; c&#417; ch&#7871; thu h&#250;t ch&#250; &#253;, r&#7891;i t&#7841;o ra h&#224;ng lo&#7841;t bi&#7871;n th&#7875; m&#7899;i theo nhi&#7873;u g&#243;c nh&#236;n kh&#225;c nhau: thay &#273;&#7893;i opening, thay &#273;&#7893;i nh&#226;n v&#7853;t, thay &#273;&#7893;i ng&#244;n ng&#7919;, thay &#273;&#7893;i b&#7889;i c&#7843;nh, thay &#273;&#7893;i m&#7913;c &#273;&#7897; b&#7843;n &#273;&#7883;a h&#243;a ho&#7863;c th&#7853;m ch&#237; thay &#273;&#7893;i s&#7855;c th&#225;i c&#7843;m x&#250;c.</p><p style="text-align: justify;">Trong b&#7889;i c&#7843;nh m&#224; creative fatigue (m&#7879;t m&#7887;i s&#225;ng t&#7841;o) &#273;&#7871;n nhanh, vi&#7879;c c&#243; m&#7897;t h&#7879; th&#7889;ng gi&#250;p th&#432;&#417;ng hi&#7879;u li&#234;n t&#7909;c l&#224;m m&#7899;i, so s&#225;nh v&#224; h&#7885;c t&#7915; ph&#7843;n &#7913;ng c&#7911;a th&#7883; tr&#432;&#7901;ng s&#7869; ng&#224;y c&#224;ng quan tr&#7885;ng h&#417;n vi&#7879;c c&#7889; g&#7855;ng &#273;&#7863;t c&#432;&#7907;c t&#7845;t c&#7843; v&#224;o m&#7897;t &#8220;big idea&#8221; duy nh&#7845;t.</p><h3 style="text-align: justify;"><strong>3. T&#7921; &#273;&#7897;ng h&#243;a sales, lead generation v&#224; customer support:</strong></h3><p style="text-align: justify;">&#7902; m&#7897;t h&#432;&#7899;ng kh&#225;c, v&#7899;i s&#7921; h&#7895; tr&#7907; c&#7911;a AI agent, doanh nghi&#7879;p c&#243; th&#7875; t&#7921; &#273;&#7897;ng h&#243;a m&#7897;t ph&#7847;n c&#225;c t&#225;c v&#7909; nh&#432; nghi&#234;n c&#7913;u prospect, g&#7907;i &#253; th&#244;ng &#273;i&#7879;p ti&#7871;p c&#7853;n c&#225; nh&#226;n h&#243;a, follow-up theo ng&#7919; c&#7843;nh, ph&#226;n lo&#7841;i lead, l&#432;u transcript ho&#7863;c ph&#225;t hi&#7879;n l&#7841;i nh&#7919;ng c&#417; h&#7897;i t&#7915;ng b&#7883; b&#7887; l&#7905; khi &#273;i&#7873;u ki&#7879;n th&#7883; tr&#432;&#7901;ng thay &#273;&#7893;i.</p><p style="text-align: justify;">&#272;i&#7873;u n&#224;y &#273;&#7863;c bi&#7879;t thu&#7853;n l&#7907;i cho nh&#7919;ng c&#244;ng ty c&#243; &#273;&#7897;i ng&#361; sales v&#224; ch&#259;m s&#243;c kh&#225;ch h&#224;ng &#237;t, th&#7901;i gian b&#7883; chia nh&#7887; cho qu&#225; nhi&#7873;u &#273;&#7847;u vi&#7879;c, v&#224; kh&#244;ng ph&#7843;i lead n&#224;o c&#361;ng &#273;&#432;&#7907;c theo s&#225;t &#273;&#7911; t&#7889;t.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vrhF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vrhF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 424w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 848w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 1272w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vrhF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png" width="1205" height="573" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:573,&quot;width&quot;:1205,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vrhF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 424w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 848w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 1272w, https://substackcdn.com/image/fetch/$s_!vrhF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7a124773-7897-424f-9f6b-27a2d3fd3609_1205x573.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>X&#226;y d&#7921;ng workflow cho lead magnet: g&#7917;i th&#244;ng b&#225;o m&#7895;i khi c&#243; ng&#432;&#7901;i &#273;&#259;ng k&#253;, t&#7921; &#273;&#7897;ng share folder Drive, t&#7921; g&#7917;i link qua email,... (project cu&#7889;i kh&#243;a c&#7911;a h&#7885;c vi&#234;n kh&#243;a <strong><a href="https://www.tomorrowmarketers.org/generative-ai?utm_source=substack&amp;utm_medium=bottom_cta&amp;utm_content=vibe-marketing">Generative AI</a></strong>)</em></p><p style="text-align: justify;">D&#297; nhi&#234;n, kh&#244;ng ph&#7843;i &#273;i&#7875;m ch&#7841;m n&#224;o c&#361;ng n&#234;n giao to&#224;n b&#7897; cho m&#225;y. Nh&#432;ng khi c&#225;c thao t&#225;c l&#7863;p l&#7841;i &#273;&#432;&#7907;c t&#7921; &#273;&#7897;ng h&#243;a c&#243; ki&#7875;m so&#225;t, &#273;&#7897;i ng&#361; c&#243; th&#7875; d&#224;nh nhi&#7873;u th&#7901;i gian h&#417;n cho nh&#7919;ng t&#236;nh hu&#7889;ng quan tr&#7885;ng - n&#417;i s&#7921; th&#7845;u hi&#7875;u, &#273;&#225;nh gi&#225; t&#236;nh hu&#7889;ng v&#224; kh&#7843; n&#259;ng ch&#7889;t quy&#7871;t &#273;&#7883;nh v&#7851;n c&#7847;n &#273;&#7871;n con ng&#432;&#7901;i.</p><h2 style="text-align: justify;"><strong>T&#7841;m k&#7871;t</strong></h2><p style="text-align: justify;">Vibe Marketing kh&#244;ng xu&#7845;t hi&#7879;n &#273;&#7875; thay th&#7871; marketer m&#224; ng&#432;&#7907;c l&#7841;i, n&#243; khi&#7871;n vai tr&#242; c&#7911;a marketer c&#7847;n ph&#7843;i thay &#273;&#7893;i. Trong m&#244; h&#236;nh c&#361;, gi&#225; tr&#7883; c&#7911;a marketer ch&#7911; y&#7871;u n&#7857;m &#7903; kh&#7843; n&#259;ng tr&#7921;c ti&#7871;p tri&#7875;n khai nhi&#7873;u &#273;&#7847;u vi&#7879;c, c&#242;n trong m&#244; h&#236;nh m&#7899;i, gi&#225; tr&#7883; &#7845;y ng&#224;y c&#224;ng chuy&#7875;n sang n&#259;ng l&#7921;c qu&#7843;n l&#253; h&#7879; th&#7889;ng, nh&#7853;n di&#7879;n &#273;&#250;ng t&#237;n hi&#7879;u, thi&#7871;t k&#7871; v&#242;ng l&#7863;p hi&#7879;u qu&#7843; v&#224; &#273;&#432;a ra quy&#7871;t &#273;&#7883;nh &#7903; nh&#7919;ng &#273;i&#7875;m AI ch&#432;a th&#7875; thay th&#7871;.</p><p style="text-align: justify;">V&#236; v&#7853;y, <strong>l&#7907;i th&#7871; c&#7841;nh tranh m&#7899;i kh&#244;ng ch&#7881; l&#224; bi&#7871;t d&#249;ng tool, m&#224; l&#224; bi&#7871;t bi&#7871;n c&#244;ng c&#7909; th&#224;nh m&#7897;t h&#7879; th&#7889;ng t&#259;ng tr&#432;&#7903;ng</strong> c&#243; th&#7875; h&#7885;c h&#7887;i, t&#7889;i &#432;u v&#224; l&#7863;p l&#7841;i. N&#7871;u b&#7841;n mu&#7889;n &#7913;ng d&#7909;ng AI v&#224;o Marketing m&#7897;t c&#225;ch b&#224;i b&#7843;n v&#224; c&#243; h&#7879; th&#7889;ng h&#417;n, b&#7841;n c&#243; th&#7875; tham kh&#7843;o kh&#243;a h&#7885;c <em><strong>AI Marketing</strong></em> - T&#7889;i &#273;a h&#243;a hi&#7879;u qu&#7843; Marketing v&#7899;i Big Data v&#224; AI Agent t&#7841;i Tomorrow Marketers AI.</p><p style="text-align: justify;">Ch&#432;&#417;ng tr&#236;nh s&#7869; gi&#250;p b&#7841;n bi&#7871;t c&#225;ch <em><strong>&#7913;ng d&#7909;ng AI tr&#7921;c ti&#7871;p v&#224;o c&#225;c quy tr&#236;nh marketing h&#7857;ng ng&#224;y</strong></em> nh&#432; nghi&#234;n c&#7913;u th&#7883; tr&#432;&#7901;ng, s&#7843;n xu&#7845;t n&#7897;i dung, lead nurturing,&#8230; m&#224; kh&#244;ng c&#7847;n n&#7873;n t&#7843;ng k&#7929; thu&#7853;t. T&#7915; &#273;&#243;, <em><strong>t&#259;ng hi&#7879;u su&#7845;t l&#224;m vi&#7879;c v&#224; x&#226;y d&#7921;ng l&#7907;i th&#7871; c&#7841;nh tranh</strong></em> trong k&#7927; nguy&#234;n AI.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ZHIS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ZHIS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 424w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 848w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 1272w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ZHIS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png" width="1456" height="614" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:614,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ZHIS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 424w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 848w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 1272w, https://substackcdn.com/image/fetch/$s_!ZHIS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3c36bc0d-7fac-4fc1-abba-7a67fdf15001_1655x698.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_cta&amp;utm_content=vibe-marketing&quot;,&quot;text&quot;:&quot;Tham kh&#7843;o kho&#225; h&#7885;c t&#7841;i &#273;&#226;y&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_cta&amp;utm_content=vibe-marketing"><span>Tham kh&#7843;o kho&#225; h&#7885;c t&#7841;i &#273;&#226;y</span></a></p><p style="text-align: justify;">C&#7843;m &#417;n b&#7841;n &#273;&#227; d&#224;nh th&#7901;i gian &#273;&#7885;c b&#224;i vi&#7871;t! Hy v&#7885;ng nh&#7919;ng chia s&#7867; n&#224;y s&#7869; gi&#250;p b&#7841;n c&#243; th&#234;m m&#7897;t g&#243;c nh&#236;n r&#245; r&#224;ng v&#7873; c&#225;ch v&#7853;n h&#224;nh marketing trong k&#7927; nguy&#234;n AI, c&#361;ng nh&#432; c&#225;ch m&#7895;i marketer c&#243; th&#7875; ch&#7911; &#273;&#7897;ng th&#237;ch nghi v&#224; ph&#225;t tri&#7875;n v&#7899;i c&#244;ng ngh&#7879; ng&#224;y nay.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><em>Subcribe &#8220;Marketing Data Analytics &amp; AI Strategy&#8221; &#273;&#7875; &#273;&#432;&#7907;c c&#7853;p nh&#7853;t th&#234;m nhi&#7873;u b&#224;i vi&#7871;t h&#7919;u &#237;ch v&#7873; AI b&#7841;n nh&#233;!</em></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p style="text-align: justify;"></p>]]></content:encoded></item><item><title><![CDATA[Lộ trình học AI từ con số 0 cho marketer (kèm nguồn học tham khảo)]]></title><description><![CDATA[N&#7871;u tr&#432;&#7899;c &#273;&#226;y AI c&#242;n &#273;&#432;&#7907;c xem l&#224; m&#7897;t l&#7907;i th&#7871; th&#236; hi&#7879;n t&#7841;i n&#243; &#273;ang d&#7847;n tr&#7903; th&#224;nh m&#7897;t ti&#234;u chu&#7849;n m&#7899;i. B&#224;i vi&#7871;t n&#224;y chia s&#7867; l&#7897; tr&#236;nh h&#7885;c AI &#273;&#7875; marketer c&#243; th&#7875; b&#7855;t &#273;&#7847;u m&#224; kh&#244;ng b&#7883; ng&#7907;p gi&#7919;a qu&#225; nhi&#7873;u c&#244;ng]]></description><link>https://analytics.tomorrowmarketers.org/p/lo-trinh-hoc-ai-tu-con-so-0-cho-marketer</link><guid isPermaLink="false">https://analytics.tomorrowmarketers.org/p/lo-trinh-hoc-ai-tu-con-so-0-cho-marketer</guid><dc:creator><![CDATA[Marketing Analytics & AI]]></dc:creator><pubDate>Sat, 04 Apr 2026 02:49:28 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!zyQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: justify;">Ng&#224;y nay, g&#7847;n nh&#432; &#7903; b&#7845;t k&#7923; &#273;&#7847;u vi&#7879;c n&#224;o, ng&#432;&#7901;i l&#224;m marketing c&#361;ng c&#243; th&#7875; nh&#236;n th&#7845;y s&#7921; hi&#7879;n di&#7879;n c&#7911;a AI. N&#7871;u tr&#432;&#7899;c &#273;&#226;y, AI c&#242;n &#273;&#432;&#7907;c xem l&#224; m&#7897;t l&#7907;i th&#7871; &#273;&#7875; t&#7841;o kh&#225;c bi&#7879;t, th&#236; hi&#7879;n t&#7841;i n&#243; &#273;ang d&#7847;n tr&#7903; th&#224;nh m&#7897;t ti&#234;u chu&#7849;n m&#7899;i. M&#236;nh th&#7853;m ch&#237; &#273;&#227; th&#7845;y k&#7929; n&#259;ng li&#234;n quan &#273;&#7871;n AI xu&#7845;t hi&#7879;n trong JD tuy&#7875;n d&#7909;ng c&#7911;a nhi&#7873;u c&#244;ng ty, k&#7875; c&#7843; &#7903; nh&#7919;ng v&#7883; tr&#237; fresher. V&#224; c&#361;ng t&#7915; &#273;&#243;, &#225;p l&#7921;c th&#237;ch nghi v&#7899;i t&#7889;c &#273;&#7897; thay &#273;&#7893;i ng&#224;y c&#224;ng tr&#7903; n&#234;n r&#245; r&#224;ng h&#417;n khi AI kh&#244;ng c&#242;n l&#224; c&#226;u chuy&#7879;n ri&#234;ng c&#7911;a ng&#432;&#7901;i l&#224;m c&#244;ng ngh&#7879;.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!zyQE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!zyQE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 424w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 848w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 1272w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!zyQE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png" width="1030" height="480" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:480,&quot;width&quot;:1030,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!zyQE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 424w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 848w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 1272w, https://substackcdn.com/image/fetch/$s_!zyQE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66480093-0eb5-4d1d-89c7-4535556dfd5e_1030x480.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>AI &#273;&#227; tr&#7903; th&#224;nh 1 ti&#234;u chu&#7849;n m&#7899;i khi tuy&#7875;n d&#7909;ng trong ch&#432;&#417;ng tr&#236;nh BDF 2026 c&#7911;a VNG</em></p><p style="text-align: justify;">V&#236; th&#7871;, trong b&#224;i vi&#7871;t n&#224;y, m&#236;nh mu&#7889;n chia s&#7867; l&#7897; tr&#236;nh h&#7885;c AI c&#7909; th&#7875; m&#224; team m&#236;nh &#273;&#227; x&#226;y d&#7921;ng v&#224; &#225;p d&#7909;ng &#273;&#7875; marketer (ho&#7863;c d&#226;n non-tech) c&#243; th&#7875; b&#7855;t &#273;&#7847;u m&#224; kh&#244;ng b&#7883; ng&#7907;p gi&#7919;a qu&#225; nhi&#7873;u c&#244;ng c&#7909; hay kh&#225;i ni&#7879;m. B&#234;n c&#7841;nh &#273;&#243;, m&#236;nh c&#361;ng g&#7907;i &#253; th&#234;m m&#7897;t s&#7889; kh&#243;a h&#7885;c ph&#249; h&#7907;p &#273;&#7875; nh&#7919;ng ai mu&#7889;n h&#7885;c b&#224;i b&#7843;n h&#417;n c&#243; th&#7875; d&#7877; x&#225;c &#273;&#7883;nh &#273;&#250;ng h&#432;&#7899;ng &#273;i cho b&#7843;n th&#226;n.</p><h2 style="text-align: justify;"><strong>Giai &#273;o&#7841;n 1: AI Foundation for Marketing</strong></h2><p style="text-align: justify;">Theo m&#236;nh, &#7903; giai &#273;o&#7841;n &#273;&#7847;u, marketer ch&#432;a c&#7847;n b&#7855;t &#273;&#7847;u v&#7899;i nh&#7919;ng th&#7913; qu&#225; k&#7929; thu&#7853;t. Tr&#432;&#7899;c khi ngh&#297; &#273;&#7871;n automation, AI Agent hay machine learning, ch&#250;ng ta c&#7847;n c&#243; m&#7897;t n&#7873;n t&#7843;ng &#273;&#7911; v&#7919;ng &#273;&#7875; hi&#7875;u AI &#273;ang ho&#7841;t &#273;&#7897;ng nh&#432; th&#7871; n&#224;o trong c&#244;ng vi&#7879;c h&#7857;ng ng&#224;y. &#272;&#226;y l&#224; giai &#273;o&#7841;n gi&#250;p l&#224;m quen v&#7899;i c&#225;ch t&#432; duy khi l&#224;m vi&#7879;c c&#249;ng AI, thay v&#236; ch&#7881; ch&#7841;y theo xu h&#432;&#7899;ng m&#7897;t c&#225;ch r&#7901;i r&#7841;c.</p><h3 style="text-align: justify;"><strong>Tu&#7847;n 1: Prompting cho marketer</strong></h3><p style="text-align: justify;">&#272;&#226;y l&#224; ph&#7847;n g&#7847;n nh&#432; ai c&#361;ng n&#234;n h&#7885;c &#273;&#7847;u ti&#234;n khi b&#7855;t &#273;&#7847;u l&#7897; tr&#236;nh h&#7885;c AI. </p><p style="text-align: justify;">AI ch&#7881; th&#7921;c s&#7921; h&#7919;u &#237;ch khi ng&#432;&#7901;i d&#249;ng bi&#7871;t &#273;&#7863;t c&#226;u h&#7887;i &#273;&#250;ng v&#224; giao vi&#7879;c &#273;&#7911; r&#245;. M&#7897;t prompt t&#7889;t kh&#244;ng &#273;&#417;n thu&#7847;n l&#224; c&#226;u l&#7879;nh, m&#224; l&#224; c&#225;ch brief c&#244;ng vi&#7879;c cho AI gi&#7889;ng nh&#432; &#273;ang l&#224;m vi&#7879;c v&#7899;i m&#7897;t c&#7897;ng s&#7921;: c&#224;ng r&#245; r&#224;ng, &#273;&#7847;u ra c&#224;ng d&#7877; d&#249;ng.</p><p style="text-align: justify;">&#7902; tu&#7847;n &#273;&#7847;u ti&#234;n, b&#7841;n c&#7847;n hi&#7875;u &#273;&#432;&#7907;c m&#7889;i quan h&#7879; gi&#7919;a <strong>input (&#273;&#7847;u v&#224;o) v&#224; output (&#273;&#7847;u ra).</strong> N&#243;i &#273;&#417;n gi&#7843;n: &#8220;&#273;&#7847;u v&#224;o c&#224;ng r&#245; th&#236; &#273;&#7847;u ra c&#224;ng &#273;&#250;ng &#253;&#8221;. T&#7915; &#273;&#243;, marketer c&#243; th&#7875; b&#7855;t &#273;&#7847;u ti&#7871;p c&#7853;n v&#7899;i c&#225;c k&#7929; n&#259;ng n&#7873;n t&#7843;ng kh&#225;c:</p><ul><li><p style="text-align: justify;">Vi&#7871;t <strong>prompt theo framework</strong> &#273;&#7875; y&#234;u c&#7847;u c&#243; c&#7845;u tr&#250;c d&#7877; hi&#7875;u h&#417;n.</p></li><li><p style="text-align: justify;"><strong>Ki&#7875;m so&#225;t output</strong> v&#7873; &#273;&#7897; d&#224;i, &#273;&#7883;nh d&#7841;ng, gi&#7885;ng &#273;i&#7879;u v&#224; m&#7909;c ti&#234;u s&#7917; d&#7909;ng.</p></li><li><p style="text-align: justify;"><strong>Prompt chaining</strong> - chia m&#7897;t y&#234;u c&#7847;u l&#7899;n th&#224;nh nhi&#7873;u b&#432;&#7899;c nh&#7887; &#273;&#7875; AI x&#7917; l&#253; tu&#7847;n t&#7921; v&#224; ch&#237;nh x&#225;c h&#417;n.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JtvI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JtvI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 424w, https://substackcdn.com/image/fetch/$s_!JtvI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 848w, https://substackcdn.com/image/fetch/$s_!JtvI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 1272w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:617,&quot;width&quot;:1192,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JtvI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 424w, https://substackcdn.com/image/fetch/$s_!JtvI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 848w, https://substackcdn.com/image/fetch/$s_!JtvI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 1272w, https://substackcdn.com/image/fetch/$s_!JtvI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F998deb89-f2a2-4d30-8a6c-c0b55215dd34_1192x617.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>M&#7897;t s&#7889; k&#7929; thu&#7853;t vi&#7871;t prompt marketer c&#243; th&#7875; b&#7855;t &#273;&#7847;u &#7913;ng d&#7909;ng trong l&#7899;p <strong><a href="https://www.tomorrowmarketers.org/generative-ai?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=blog&amp;utm_content=bat-dau-hoc-ai&amp;utm_product=generative-AI">Generative AI</a></strong> t&#7841;i TM AI</em></p><h3 style="text-align: justify;"><strong>Tu&#7847;n 2: &#7912;ng d&#7909;ng AI cho t&#7915;ng use case trong marketing</strong></h3><p style="text-align: justify;">Sau khi &#273;&#227; quen v&#7899;i prompting, b&#432;&#7899;c ti&#7871;p theo l&#224; &#273;&#432;a AI v&#224;o nh&#7919;ng &#273;&#7847;u vi&#7879;c c&#7909; th&#7875; v&#224; b&#7855;t &#273;&#7847;u li&#234;n k&#7871;t v&#7899;i c&#244;ng vi&#7879;c th&#7921;c t&#7871;. Theo m&#236;nh, b&#7841;n c&#243; th&#7875; &#7913;ng d&#7909;ng ngay v&#7899;i ChatGPT, Gemini ho&#7863;c Claude, &#273;&#226;y &#273;&#7873;u l&#224; nh&#7919;ng c&#244;ng c&#7909; c&#243; giao di&#7879;n d&#7877; d&#249;ng, c&#243; t&#237;nh c&#7853;p nh&#7853;t nhanh kh&#225; ph&#249; h&#7907;p v&#7899;i ng&#432;&#7901;i m&#7899;i b&#7855;t &#273;&#7847;u. B&#7841;n c&#243; th&#7875; chia theo t&#7915;ng domain marketing &#273;&#7875; d&#7877; h&#7885;c h&#417;n nh&#432;:</p><ul><li><p style="text-align: justify;">Content: vi&#7871;t social post, ad copy, email, SEO outline</p></li><li><p style="text-align: justify;">Performance: g&#7907;i &#253; angle testing, audience idea, t&#7889;i &#432;u landing page</p></li><li><p style="text-align: justify;">CRM: x&#226;y nurture flow, vi&#7871;t churn messaging, l&#234;n k&#7883;ch b&#7843;n ch&#259;m s&#243;c kh&#225;ch h&#224;ng</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!GsSM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!GsSM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 424w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 848w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 1272w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!GsSM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png" width="1316" height="685" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:685,&quot;width&quot;:1316,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!GsSM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 424w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 848w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 1272w, https://substackcdn.com/image/fetch/$s_!GsSM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe2d78b0b-94f7-4cfe-9e87-108b8d135a0c_1316x685.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>V&#237; d&#7909; v&#7873; vi&#7879;c &#7913;ng d&#7909;ng ChatGPT/Gemini l&#224;m content ch&#7841;y ads &#273;&#432;&#7907;c th&#7921;c nghi&#7879;m trong l&#7899;p <strong><a href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=blog&amp;utm_content=bat-dau-hoc-ai&amp;utm_product=ai-marketing">AI Marketing</a> </strong>t&#7841;i TM AI</em></p><p style="text-align: justify;">&#7902; giai &#273;o&#7841;n n&#224;y, b&#7841;n ch&#432;a c&#7847;n c&#7889; h&#7885;c qu&#225; r&#7897;ng. C&#225;ch t&#7889;t nh&#7845;t l&#224; ch&#7885;n &#273;&#250;ng m&#7897;t v&#224;i &#273;&#7847;u vi&#7879;c m&#236;nh &#273;ang l&#224;m m&#7895;i ng&#224;y, r&#7891;i th&#7917; &#7913;ng d&#7909;ng AI v&#224;o &#273;&#243;. Khi &#273;i t&#7915; nh&#7919;ng task quen thu&#7897;c, s&#7869; d&#7877; nh&#236;n ra h&#417;n AI &#273;ang gi&#250;p ti&#7871;t ki&#7879;m th&#7901;i gian &#7903; &#273;&#226;u, h&#7895; tr&#7907; t&#7889;t &#7903; b&#432;&#7899;c n&#224;o v&#224; ph&#7847;n n&#224;o v&#7851;n c&#7847;n con ng&#432;&#7901;i ki&#7875;m so&#225;t.</p><h2 style="text-align: justify;"><strong>Giai &#273;o&#7841;n 2: AI for Marketing Automation</strong></h2><p style="text-align: justify;">Khi &#273;&#227; bi&#7871;t d&#249;ng AI cho t&#7915;ng t&#225;c v&#7909; ri&#234;ng l&#7867;, b&#432;&#7899;c ti&#7871;p theo l&#224; ngh&#297; &#273;&#7871;n chuy&#7879;n v&#7853;n h&#224;nh. Trong l&#7897; tr&#236;nh h&#7885;c AI, &#273;&#226;y l&#224; l&#250;c marketer kh&#244;ng ch&#7881; h&#7885;c c&#225;ch &#273;&#7875; &#8220;l&#224;m nhanh h&#417;n&#8221;, m&#224; c&#242;n &#273;&#7875; t&#7889;i &#432;u workflow l&#224;m vi&#7879;c h&#417;n.</p><p style="text-align: justify;">Tr&#7885;ng t&#226;m c&#7911;a giai &#273;o&#7841;n n&#224;y l&#224; workflow automation. M&#7897;t trong nh&#7919;ng c&#244;ng c&#7909; ph&#249; h&#7907;p v&#7899;i ng&#432;&#7901;i m&#7899;i b&#7855;t &#273;&#7847;u nh&#7845;t c&#243; l&#7869; l&#224; n8n. AI automation l&#224; m&#7897;t y&#7871;u t&#7889; c&#7921;c k&#7923; &#273;&#225;ng h&#7885;c v&#236; n&#243; gi&#250;p t&#7921; &#273;&#7897;ng h&#243;a nh&#7919;ng ph&#7847;n vi&#7879;c l&#7863;p l&#7841;i, gi&#7843;m ph&#7909; thu&#7897;c v&#224;o thao t&#225;c tay v&#224; ti&#7871;t ki&#7879;m nhi&#7873;u th&#7901;i gian cho c&#225;c t&#225;c v&#7909; v&#7853;n h&#224;nh h&#7857;ng ng&#224;y (Th&#7917; t&#432;&#7903;ng t&#432;&#7907;ng l&#250;c n&#224;o vi&#7871;t b&#224;i b&#7841;n c&#361;ng c&#7847;n v&#224;o ChatGPT th&#236; build m&#7897;t workflow t&#7921; &#273;&#7897;ng vi&#7871;t, t&#7921; &#273;&#7897;ng &#273;&#259;ng b&#224;i s&#7869; ti&#7871;t ki&#7879;m th&#7901;i gian h&#417;i nhi&#7873;u)</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JYNJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JYNJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 424w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 848w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 1272w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JYNJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png" width="1070" height="405" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:405,&quot;width&quot;:1070,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JYNJ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 424w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 848w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 1272w, https://substackcdn.com/image/fetch/$s_!JYNJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F20138a70-350e-4662-b103-e0cd70924f7c_1070x405.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>V&#237; d&#7909; m&#7897;t workflow n8n t&#7921; &#273;&#7897;ng t&#7841;o n&#7897;i dung v&#224; h&#236;nh &#7843;nh trong l&#7899;p <strong><a href="https://www.tomorrowmarketers.org/generative-ai?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=blog&amp;utm_content=bat-dau-hoc-ai&amp;utm_product=generative-AI">Generative AI</a></strong></em></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!x-Fi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!x-Fi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 424w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 848w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 1272w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!x-Fi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png" width="1021" height="269" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:269,&quot;width&quot;:1021,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!x-Fi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 424w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 848w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 1272w, https://substackcdn.com/image/fetch/$s_!x-Fi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77007478-71e5-4b62-8510-ac1cf2b0b591_1021x269.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>K&#7871;t qu&#7843; sau khi ch&#7841;y workflow</em></p><p style="text-align: justify;">M&#7897;t s&#7889; h&#432;&#7899;ng b&#7841;n c&#243; th&#7875; &#273;i nh&#432;:</p><ul><li><p style="text-align: justify;">Content automation: t&#7921; &#273;&#7897;ng t&#7893;ng h&#7907;p trend, &#273;&#432;a d&#7919; li&#7879;u v&#224;o prompt, t&#7841;o draft n&#7897;i dung v&#224; lu&#226;n chuy&#7875;n gi&#7919;a c&#225;c c&#244;ng c&#7909;</p></li><li><p style="text-align: justify;">Reporting automation: t&#7921; &#273;&#7897;ng k&#233;o d&#7919; li&#7879;u, t&#7893;ng h&#7907;p ch&#7881; s&#7889;, t&#7841;o b&#225;o c&#225;o &#273;&#7883;nh k&#7923; ho&#7863;c c&#7843;nh b&#225;o khi c&#243; bi&#7871;n &#273;&#7897;ng</p></li><li><p style="text-align: justify;">Research automation: t&#7921; &#273;&#7897;ng thu th&#7853;p th&#244;ng tin t&#7915; nhi&#7873;u ngu&#7891;n &#273;&#7875; h&#7895; tr&#7907; market research ho&#7863;c competitor tracking</p></li></ul><p style="text-align: justify;">M&#236;nh ngh&#297; &#273;&#226;y l&#224; giai &#273;o&#7841;n trong l&#7897; tr&#236;nh h&#7885;c AI s&#7869; c&#7847;n nhi&#7873;u th&#7901;i gian v&#236; nhi&#7873;u marketers hi&#7879;n nay v&#7851;n &#273;ang d&#249;ng theo ki&#7875;u t&#7915;ng task r&#7901;i r&#7841;c. Khi h&#7885;c &#273;&#432;&#7907;c workflow automation, b&#7841;n s&#7869; th&#7845;y kh&#7843; n&#259;ng t&#7889;i &#432;u th&#7921;c s&#7921; c&#7911;a AI, thay v&#236; ch&#7881; l&#224; m&#7897;t c&#244;ng c&#7909; d&#249;ng khi c&#7847;n.</p><h2 style="text-align: justify;"><strong>Giai &#273;o&#7841;n 3: AI Agent for Marketers</strong></h2><p style="text-align: justify;">Sau automation, m&#7897;t b&#432;&#7899;c n&#226;ng cao h&#417;n l&#224; AI Agent. &#272;&#226;y l&#224; l&#250;c AI kh&#244;ng ch&#7881; th&#7921;c hi&#7879;n t&#7915;ng t&#225;c v&#7909; theo trigger c&#243; s&#7861;n, m&#224; b&#7855;t &#273;&#7847;u x&#7917; l&#253; m&#7897;t chu&#7895;i nhi&#7879;m v&#7909; theo logic r&#245; r&#224;ng h&#417;n. &#7902; giai &#273;o&#7841;n n&#224;y marketer n&#234;n h&#7885;c t&#7915; vi&#7879;c hi&#7875;u b&#7843;n ch&#7845;t AI Agent, sau &#273;&#243; l&#224; h&#7885;c c&#225;ch build agent ph&#7909;c v&#7909; c&#244;ng vi&#7879;c marketing.</p><p style="text-align: justify;">V&#7873; b&#7843;n ch&#7845;t, m&#7897;t AI Agent th&#432;&#7901;ng c&#243; c&#225;c th&#224;nh ph&#7847;n c&#417; b&#7843;n nh&#432;:</p><ul><li><p style="text-align: justify;"><strong>Brain (LLM):</strong> Ch&#7883;u tr&#225;ch nhi&#7879;m ph&#226;n t&#237;ch logic, l&#7853;p k&#7871; ho&#7841;ch chi&#7871;n l&#432;&#7907;c v&#224; ra quy&#7871;t &#273;&#7883;nh.</p></li><li><p style="text-align: justify;"><strong>Memory:</strong> Kh&#7843; n&#259;ng l&#432;u tr&#7919; v&#224; truy xu&#7845;t d&#7919; li&#7879;u &#273;&#7875; duy tr&#236; t&#237;nh nh&#7845;t qu&#225;n.</p></li><li><p style="text-align: justify;"><strong>Tools:</strong> Kh&#7843; n&#259;ng k&#7871;t n&#7889;i v&#224; v&#7853;n h&#224;nh c&#225;c c&#244;ng c&#7909; ngo&#7841;i vi (APIs, ph&#7847;n m&#7873;m chuy&#234;n d&#7909;ng).</p></li><li><p style="text-align: justify;"><strong>Planning:</strong> C&#417; ch&#7871; t&#7921; &#273;&#225;nh gi&#225; v&#224; &#273;i&#7873;u ch&#7881;nh l&#7897; tr&#236;nh h&#224;nh &#273;&#7897;ng nh&#7857;m &#273;&#7843;m b&#7843;o &#273;&#7847;u ra cu&#7889;i c&#249;ng ti&#7879;m c&#7853;n ch&#237;nh x&#225;c nh&#7845;t v&#7899;i m&#7909;c ti&#234;u &#273;&#7873; ra.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9SAE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9SAE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 424w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 848w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 1272w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9SAE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png" width="869" height="565" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:565,&quot;width&quot;:869,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9SAE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 424w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 848w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 1272w, https://substackcdn.com/image/fetch/$s_!9SAE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F16630840-3e43-45dc-ad8a-5d1b806acf50_869x565.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>M&#244; ph&#7887;ng c&#225;c th&#224;nh ph&#7847;n c&#7911;a m&#7897;t AI Agent</em></p><p style="text-align: justify;">Khi hi&#7875;u logic &#273;&#243;, b&#7841;n c&#243; th&#7875; b&#7855;t &#273;&#7847;u x&#226;y nh&#7919;ng agent t&#7889;i &#432;u &#273;&#417;n gi&#7843;n nh&#432;:</p><ul><li><p style="text-align: justify;">Content Agent: t&#7921; research trend, t&#236;m angle, vi&#7871;t draft, chu&#7849;n h&#243;a format b&#224;i vi&#7871;t</p></li><li><p style="text-align: justify;">Market Research Agent: thu th&#7853;p th&#244;ng tin th&#7883; tr&#432;&#7901;ng, &#273;&#7889;i th&#7911;, ph&#7843;n h&#7891;i kh&#225;ch h&#224;ng v&#224; t&#7893;ng h&#7907;p insight ban &#273;&#7847;u</p></li><li><p style="text-align: justify;">CRM Agent: ph&#226;n lo&#7841;i nh&#243;m kh&#225;ch h&#224;ng, g&#7907;i &#253; n&#7897;i dung nu&#244;i d&#432;&#7905;ng ho&#7863;c k&#7883;ch b&#7843;n ch&#259;m s&#243;c ph&#249; h&#7907;p</p></li></ul><h2 style="text-align: justify;"><strong>Giai &#273;o&#7841;n 4: AI + Data + Machine Learning for Marketers</strong></h2><p style="text-align: justify;">N&#7871;u ba giai &#273;o&#7841;n &#273;&#7847;u t&#7853;p trung nhi&#7873;u v&#224;o &#7913;ng d&#7909;ng, th&#236; &#273;&#7871;n giai &#273;o&#7841;n n&#224;y, marketer n&#234;n b&#7855;t &#273;&#7847;u &#273;i s&#226;u h&#417;n v&#224;o n&#7873;n t&#7843;ng d&#7919; li&#7879;u. &#272;&#243; l&#224; b&#7903;i b&#7843;n ch&#7845;t c&#7911;a AI g&#7855;n ch&#7863;t v&#7899;i d&#7919; li&#7879;u, c&#224;ng &#273;i xa v&#7899;i AI, b&#7841;n s&#7869; c&#224;ng th&#7845;y d&#7919; li&#7879;u c&#7921;c quan tr&#7885;ng.</p><p style="text-align: justify;">Theo m&#236;nh, &#273;&#226;y l&#224; l&#250;c ph&#249; h&#7907;p &#273;&#7875; marketer h&#7885;c v&#7873; <strong>data foundation</strong> v&#224; <strong>machine learning c&#417; b&#7843;n</strong> - kh&#244;ng ph&#7843;i &#273;&#7875; tr&#7903; th&#224;nh data scientist &#273;&#226;u, m&#224; &#273;&#7875; hi&#7875;u s&#226;u h&#417;n c&#225;ch AI t&#7841;o ra gi&#225; tr&#7883; v&#224; &#273;&#7875; l&#224;m vi&#7879;c t&#7889;t h&#417;n v&#7899;i d&#7919; li&#7879;u trong marketing.</p><p>&#7902; giai &#273;o&#7841;n n&#224;y, marketer c&#243; th&#7875; b&#7855;t &#273;&#7847;u l&#224;m quen v&#7899;i c&#225;ch d&#7919; li&#7879;u &#273;&#432;&#7907;c thu th&#7853;p, l&#224;m s&#7841;ch v&#224; t&#7893; ch&#7913;c, &#273;&#7891;ng th&#7901;i h&#7885;c c&#225;ch &#273;&#7863;t c&#226;u h&#7887;i &#273;&#250;ng &#273;&#7875; &#273;&#7885;c ra pattern, segment v&#224; c&#225;c signal quan tr&#7885;ng trong h&#224;nh vi kh&#225;ch h&#224;ng. B&#234;n c&#7841;nh &#273;&#243;, c&#361;ng n&#234;n hi&#7875;u &#7903; m&#7913;c c&#417; b&#7843;n machine learning &#273;ang gi&#7843;i nh&#7919;ng b&#224;i to&#225;n n&#224;o trong marketing, v&#224; AI c&#243; th&#7875; h&#7895; tr&#7907; ra sao trong d&#7921; b&#225;o, ph&#226;n nh&#243;m, ch&#7845;m &#273;i&#7875;m hay ph&#225;t hi&#7879;n b&#7845;t th&#432;&#7901;ng trong d&#7919; li&#7879;u.</p><p style="text-align: justify;">T&#7915; &#273;&#226;y, marketer c&#243; th&#7875; b&#7855;t &#273;&#7847;u ti&#7871;p c&#7853;n nh&#7919;ng b&#224;i to&#225;n n&#226;ng cao h&#417;n nh&#432;: <strong>customer segmentation, churn prediction, lead scoring, campaign performance forecasting, funnel analysis,...</strong></p><p style="text-align: justify;">N&#7871;u mu&#7889;n &#273;i s&#226;u th&#234;m v&#7899;i l&#7897; tr&#236;nh h&#7885;c AI n&#224;y, &#273;&#226;y c&#361;ng l&#224; giai &#273;o&#7841;n h&#7907;p l&#253; &#273;&#7875; b&#7855;t &#273;&#7847;u ti&#7871;p c&#7853;n v&#7899;i Python ho&#7863;c Google Colab. Kh&#244;ng nh&#7845;t thi&#7871;t ph&#7843;i h&#7885;c code qu&#225; n&#7863;ng, nh&#432;ng vi&#7879;c hi&#7875;u c&#225;ch &#273;&#7885;c file d&#7919; li&#7879;u, x&#7917; l&#253; b&#7843;ng d&#7919; li&#7879;u hay tr&#7921;c quan h&#243;a m&#7897;t m&#244; h&#236;nh ph&#226;n t&#237;ch s&#7869; gi&#250;p marketer nh&#236;n AI v&#224; data v&#7899;i g&#243;c nh&#236;n r&#245; r&#224;ng h&#417;n.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9zpp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9zpp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 424w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 848w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 1272w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9zpp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png" width="1200" height="586" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:586,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9zpp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 424w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 848w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 1272w, https://substackcdn.com/image/fetch/$s_!9zpp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc45dd2e0-1746-49d8-aabb-d253d41c7051_1200x586.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>T&#7893;ng quan v&#7873; l&#7897; tr&#236;nh 4 b&#432;&#7899;c nh&#7853;p m&#244;n AI</em></p><h2 style="text-align: justify;"><strong>M&#7897;t v&#224;i l&#7897; tr&#236;nh h&#7885;c AI ph&#249; h&#7907;p &#273;&#7875; b&#7855;t &#273;&#7847;u:</strong></h2><p style="text-align: justify;">N&#7871;u mu&#7889;n h&#7885;c AI m&#7897;t c&#225;ch b&#224;i b&#7843;n h&#417;n thay v&#236; t&#7921; m&#224;y m&#242; t&#7915;ng ch&#250;t, theo m&#236;nh, vi&#7879;c ch&#7885;n m&#7897;t kh&#243;a h&#7885;c ph&#249; h&#7907;p ngay t&#7915; &#273;&#7847;u s&#7869; gi&#250;p ti&#7871;t ki&#7879;m r&#7845;t nhi&#7873;u th&#7901;i gian. </p><h3 style="text-align: justify;"><strong>AI Professional Program &#8211; Tomorrow Marketers AI</strong>:</h3><p style="text-align: justify;">&#272;&#226;y l&#224; l&#7897; tr&#236;nh h&#7885;c AI ph&#249; h&#7907;p v&#7899;i nh&#7919;ng ng&#432;&#7901;i mu&#7889;n <strong>&#273;i t&#7915; n&#7873;n t&#7843;ng &#273;&#7871;n &#7913;ng d&#7909;ng th&#7921;c ti&#7877;n </strong>m&#7897;t c&#225;ch c&#243; h&#7879; th&#7889;ng. </p><p style="text-align: justify;">Ch&#432;&#417;ng tr&#236;nh c&#361;ng &#273;&#432;&#7907;c x&#226;y d&#7921;ng t&#7915;<strong> kinh nghi&#7879;m tri&#7875;n khai th&#7921;c t&#7871; c&#7911;a c&#225;c Marketing Manager v&#224; Leader t&#7841;i c&#225;c t&#7853;p &#273;o&#224;n l&#7899;n</strong> trong l&#297;nh v&#7921;c Marketing v&#224; AI, &#273;&#7891;ng th&#7901;i k&#7871;t h&#7907;p v&#7899;i <strong>n&#7873;n t&#7843;ng h&#7885;c thu&#7853;t t&#7915; &#273;&#7897;i ng&#361; Th&#7841;c s&#297;, Ti&#7871;n s&#297;</strong> t&#7841;i &#272;&#7841;i h&#7885;c Qu&#7889;c gia Singapore (NUS). Nh&#7901; v&#7853;y, g&#243;c nh&#236;n mang l&#7841;i kh&#225; c&#226;n b&#7857;ng gi&#7919;a t&#237;nh th&#7921;c ti&#7877;n v&#224; chi&#7873;u s&#226;u chuy&#234;n m&#244;n.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!qTdH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!qTdH!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 424w, https://substackcdn.com/image/fetch/$s_!qTdH!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 848w, https://substackcdn.com/image/fetch/$s_!qTdH!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!qTdH!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!qTdH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg" width="1456" height="607" 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https://substackcdn.com/image/fetch/$s_!qTdH!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 848w, https://substackcdn.com/image/fetch/$s_!qTdH!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!qTdH!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3ff7b9b-c857-4974-93c3-dd55f9077e4c_1534x640.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><strong><a href="https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=blog&amp;utm_content=bat-dau-hoc-ai&amp;utm_product=ai-program">Tham kh&#7843;o chi ti&#7871;t ch&#432;&#417;ng tr&#236;nh t&#7841;i &#273;&#226;y</a></strong></p><h3 style="text-align: justify;"><strong>AI Marketing &#8211; Tomorrow Marketers AI</strong>:</h3><p style="text-align: justify;">Ngo&#224;i ra, TM AI c&#361;ng c&#243; kh&#243;a h&#7885;c<strong> AI Marketing </strong>d&#224;nh cho marketer mu&#7889;n <strong>&#7913;ng d&#7909;ng AI tr&#7921;c ti&#7871;p v&#224;o c&#225;c quy tr&#236;nh l&#224;m vi&#7879;c</strong> h&#7857;ng ng&#224;y nh&#432; nghi&#234;n c&#7913;u th&#7883; tr&#432;&#7901;ng, s&#7843;n xu&#7845;t n&#7897;i dung hay lead nurturing,... m&#224; kh&#244;ng c&#7847;n n&#7873;n t&#7843;ng k&#7929; thu&#7853;t. T&#7915; &#273;&#243;, <strong>t&#259;ng hi&#7879;u su&#7845;t l&#224;m vi&#7879;c v&#224; x&#226;y d&#7921;ng l&#7907;i th&#7871; c&#7841;nh tranh</strong> trong k&#7927; nguy&#234;n AI.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!T5ui!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35d22065-7d90-40a5-8084-e4f9de3355bc_1600x673.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!T5ui!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F35d22065-7d90-40a5-8084-e4f9de3355bc_1600x673.png 424w, 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stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><strong><a href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=blog&amp;utm_content=bat-dau-hoc-ai&amp;utm_product=ai-marketing">Tham kh&#7843;o chi ti&#7871;t ch&#432;&#417;ng tr&#236;nh t&#7841;i &#273;&#226;y</a></strong></p><h3 style="text-align: justify;"><strong>6.2. Beginner Artificial Intelligence Courses &#8211; Coursera:</strong></h3><p style="text-align: justify;">N&#7871;u mu&#7889;n b&#7855;t &#273;&#7847;u theo h&#432;&#7899;ng ph&#7893; c&#7853;p, d&#7877; ti&#7871;p c&#7853;n v&#224; c&#243; c&#7845;u tr&#250;c r&#245; r&#224;ng, c&#225;c kh&#243;a nh&#7853;p m&#244;n tr&#234;n Coursera c&#361;ng l&#224; m&#7897;t l&#7921;a ch&#7885;n &#273;&#225;ng tham kh&#7843;o. &#272;&#226;y th&#432;&#7901;ng l&#224; d&#7841;ng kh&#243;a h&#7885;c ph&#249; h&#7907;p v&#7899;i ng&#432;&#7901;i m&#7899;i, gi&#250;p l&#224;m quen d&#7847;n v&#7899;i nh&#7919;ng kh&#225;i ni&#7879;m c&#417; b&#7843;n tr&#432;&#7899;c khi &#273;i s&#226;u h&#417;n v&#224;o &#7913;ng d&#7909;ng.</p><p style="text-align: justify;">&#10148; B&#7841;n c&#243; th&#7875; tham kh&#7843;o t&#7841;i <a href="https://www.coursera.org/courses?query=beginner%20artificial%20intelligence&amp;utm_medium=sem&amp;utm_source=gg&amp;utm_campaign=b2c_apac_x_multi_ftcof_career-academy_cx_dr_bau_gg_pmax_gc_s2_all_m_hyb_24-08_desktop&amp;campaignid=21573875733&amp;adgroupid=&amp;device=c&amp;keyword=&amp;matchtype=&amp;network=x&amp;devicemodel=&amp;creativeid=&amp;assetgroupid=6544910561&amp;targetid=&amp;extensionid=&amp;placement=&amp;gad_source=1&amp;gad_campaignid=21584159401&amp;gbraid=0AAAAADdKX6bubLvs8oRbLZclk9aoKgXdK&amp;gclid=CjwKCAjwvqjOBhAGEiwAngeQndLKOTd7wN-9e6E9Hjz5QsExROauPfrys3ixHNMA2ifsHpuH6YE11hoCImEQAvD_BwE">&#273;&#226;y.</a></p><h3 style="text-align: justify;"><strong>6.3. AI Fundamentals &#8211; DataCamp:</strong></h3><p style="text-align: justify;">V&#7899;i nh&#7919;ng ai mu&#7889;n ti&#7871;p c&#7853;n AI theo h&#432;&#7899;ng th&#7921;c h&#224;nh nhi&#7873;u h&#417;n, &#273;&#7863;c bi&#7879;t l&#224; c&#243; li&#234;n quan &#273;&#7871;n data, c&#225;c kh&#243;a n&#7873;n t&#7843;ng tr&#234;n DataCamp c&#243; th&#7875; l&#224; &#273;i&#7875;m b&#7855;t &#273;&#7847;u kh&#225; ph&#249; h&#7907;p. N&#7873;n t&#7843;ng n&#224;y th&#432;&#7901;ng d&#7877; h&#7885;c, chia nh&#7887; n&#7897;i dung h&#7907;p l&#253; v&#224; kh&#225; ti&#7879;n cho nh&#7919;ng ng&#432;&#7901;i mu&#7889;n h&#7885;c t&#7915;ng b&#432;&#7899;c.</p><p style="text-align: justify;">&#10148; B&#7841;n c&#243; th&#7875; tham kh&#7843;o t&#7841;i <a href="https://www.datacamp.com/tracks/ai-fundamentals">&#273;&#226;y.</a></p><h2 style="text-align: justify;"><strong>T&#7841;m k&#7871;t</strong></h2><p style="text-align: justify;">Marketers kh&#244;ng nh&#7845;t thi&#7871;t ph&#7843;i b&#7855;t &#273;&#7847;u t&#7915; nh&#7919;ng d&#242;ng code ph&#7913;c t&#7841;p &#273;&#7875; ti&#7871;p c&#7853;n AI. &#272;i&#7873;u quan tr&#7885;ng h&#417;n c&#7843; v&#7851;n l&#224; gi&#7919; &#273;&#432;&#7907;c mindset &#273;&#250;ng, hi&#7875;u r&#245; m&#236;nh &#273;ang c&#7847;n gi&#7843;i quy&#7871;t b&#224;i to&#225;n g&#236; v&#224; bi&#7871;t t&#7853;n d&#7909;ng AI nh&#432; m&#7897;t tr&#7907; th&#7911; chi&#7871;n l&#432;&#7907;c trong c&#244;ng vi&#7879;c. Khi &#273;&#432;&#7907;c d&#249;ng &#273;&#250;ng c&#225;ch, AI kh&#244;ng ch&#7881; gi&#250;p marketer l&#224;m nhanh h&#417;n m&#224; c&#242;n h&#7895; tr&#7907; &#273;&#432;a ra quy&#7871;t &#273;&#7883;nh ch&#237;nh x&#225;c h&#417;n v&#224; d&#7921;a tr&#234;n d&#7919; li&#7879;u nhi&#7873;u h&#417;n.</p><p style="text-align: justify;">Hy v&#7885;ng r&#7857;ng b&#224;i vi&#7871;t n&#224;y c&#243; th&#7875; gi&#250;p nh&#7919;ng ai v&#7851;n &#273;ang loay hoay v&#7899;i c&#226;u h&#7887;i &#8220;n&#234;n b&#7855;t &#273;&#7847;u t&#7915; &#273;&#226;u&#8221; t&#236;m &#273;&#432;&#7907;c m&#7897;t &#273;&#7883;nh h&#432;&#7899;ng r&#245; r&#224;ng ph&#249; h&#7907;p &#273;&#7875; b&#7855;t &#273;&#7847;u. V&#236; &#273;i&#7873;u quan tr&#7885;ng &#273;&#7875; gi&#250;p b&#7841;n &#273;i nhanh ti&#7871;n xa ch&#237;nh l&#224; m&#7897;t s&#7921; kh&#7903;i &#273;&#7847;u ch&#7855;c ch&#7855;n!</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Subcribe &#8220;Marketing Data Analytics &amp; AI Strategy&#8221; &#273;&#7875; &#273;&#432;&#7907;c c&#7853;p nh&#7853;t th&#234;m nhi&#7873;u b&#224;i vi&#7871;t h&#7919;u &#237;ch v&#7873; AI b&#7841;n nh&#233;!</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p style="text-align: justify;"></p>]]></content:encoded></item><item><title><![CDATA[Khi AI không còn là "lựa chọn": Góc nhìn từ kỷ nguyên vận hành Marketing 2026]]></title><description><![CDATA[Khi AI &#273;ang tr&#7903; th&#224;nh k&#7929; n&#259;ng b&#7855;t bu&#7897;c c&#7911;a marketer hi&#7879;n &#273;&#7841;i, b&#7841;n s&#7869; ch&#7885;n thay &#273;&#7893;i &#273;&#7875; b&#7913;t ph&#225;, hay &#273;&#7913;ng y&#234;n v&#224; d&#7847;n b&#7883; thay th&#7871;?]]></description><link>https://analytics.tomorrowmarketers.org/p/khi-ai-khong-con-la-lua-chon-goc</link><guid isPermaLink="false">https://analytics.tomorrowmarketers.org/p/khi-ai-khong-con-la-lua-chon-goc</guid><dc:creator><![CDATA[Linh Nguyen]]></dc:creator><pubDate>Wed, 18 Mar 2026 08:45:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!5e29!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Ch&#250;ng ta &#273;&#227; &#273;i qua th&#7901;i k&#7923; &#8220;th&#7917; cho bi&#7871;t&#8221; v&#7873; AI.</p><p>N&#7871;u nh&#432; n&#259;m 2025, nhi&#7873;u marketer v&#7851;n c&#242;n b&#259;n kho&#259;n li&#7879;u AI c&#243; th&#7921;c s&#7921; c&#7847;n thi&#7871;t trong c&#244;ng vi&#7879;c hay kh&#244;ng, th&#236; &#273;&#7871;n n&#259;m 2026, b&#7913;c tranh ng&#224;nh Marketing &#273;&#227; thay &#273;&#7893;i r&#245; r&#7879;t. Theo b&#225;o c&#225;o <em><a href="https://www.jasper.ai/state-of-ai-marketing-2026#form">&#8220;</a><strong><a href="https://www.jasper.ai/state-of-ai-marketing-2026#form">The State of AI in Marketing 2026&#8221;</a> </strong></em>c&#7911;a Jasper , ch&#250;ng ta &#273;&#227; ch&#237;nh th&#7913;c b&#432;&#7899;c v&#224;o <strong>K&#7927; nguy&#234;n V&#7853;n h&#224;nh (Operational Era) - </strong>n&#417;i AI l&#224; c&#244;ng c&#7909; c&#7889;t l&#245;i &#273;&#7883;nh h&#236;nh c&#225;ch m&#7885;i marketer tri&#7875;n khai c&#244;ng vi&#7879;c m&#7895;i ng&#224;y.</p><p>L&#224; m&#7897;t ng&#432;&#7901;i l&#224;m Content Marketing, m&#236;nh nh&#7853;n ra r&#7857;ng v&#7845;n &#273;&#7873; kh&#244;ng c&#242;n n&#7857;m &#7903; vi&#7879;c d&#249;ng AI &#273;&#7875; vi&#7871;t nhanh h&#417;n. &#272;i&#7873;u &#273;ang thay &#273;&#7893;i kh&#244;ng ph&#7843;i l&#224; t&#7889;c &#273;&#7897;, m&#224; l&#224; <strong>c&#225;ch m&#236;nh t&#7853;n d&#7909;ng AI &#273;&#7875; t&#7889;i &#432;u c&#225;c c&#244;ng vi&#7879;c h&#224;ng ng&#224;y hi&#7879;u qu&#7843; h&#417;n. </strong></p><p>Trong b&#224;i vi&#7871;t d&#432;&#7899;i &#273;&#226;y, h&#227;y c&#249;ng Insight Ouch! nh&#236;n r&#245; h&#417;n c&#225;ch AI &#273;ang thay &#273;&#7893;i quy tr&#236;nh l&#224;m vi&#7879;c marketing nh&#432; th&#7871; n&#224;o, v&#224; quan tr&#7885;ng h&#417;n, nh&#7919;ng thay &#273;&#7893;i &#273;&#243; c&#243; &#253; ngh&#297;a g&#236; v&#7899;i ch&#237;nh c&#244;ng vi&#7879;c c&#7911;a ch&#250;ng ta.</p><h2>AI kh&#244;ng c&#242;n l&#224; l&#7907;i th&#7871;, m&#224; tr&#7903; th&#224;nh &#8220;ti&#234;u chu&#7849;n&#8221; &#273;&#7889;i v&#7899;i m&#7885;i marketers</h2><p>M&#7897;t trong nh&#7919;ng thay &#273;&#7893;i r&#245; r&#224;ng nh&#7845;t c&#7911;a marketing trong n&#259;m 2026 n&#7857;m &#7903; m&#7913;c &#273;&#7897; ph&#7893; bi&#7871;n c&#7911;a AI.</p><p>Theo b&#225;o c&#225;o, 91% c&#225;c t&#7893; ch&#7913;c marketing &#273;&#227; &#7913;ng d&#7909;ng AI, t&#259;ng &#273;&#225;ng k&#7875; so v&#7899;i m&#7913;c 63% c&#7911;a n&#259;m 2025. S&#7921; thay &#273;&#7893;i n&#224;y cho th&#7845;y AI kh&#244;ng c&#242;n l&#224; m&#7897;t c&#244;ng c&#7909; m&#7899;i hay ch&#7881; d&#7915;ng &#7903; giai &#273;o&#7841;n th&#7917; nghi&#7879;m. Thay v&#224;o &#273;&#243;, AI &#273;ang d&#7847;n tr&#7903; th&#224;nh m&#7897;t c&#244;ng c&#7909; quan tr&#7885;ng trong c&#244;ng vi&#7879;c h&#7857;ng ng&#224;y c&#7911;a marketers.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5e29!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5e29!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 424w, https://substackcdn.com/image/fetch/$s_!5e29!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 848w, https://substackcdn.com/image/fetch/$s_!5e29!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 1272w, https://substackcdn.com/image/fetch/$s_!5e29!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5e29!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png" width="1456" height="854" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:854,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5e29!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 424w, https://substackcdn.com/image/fetch/$s_!5e29!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 848w, https://substackcdn.com/image/fetch/$s_!5e29!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 1272w, https://substackcdn.com/image/fetch/$s_!5e29!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbac670ea-e465-4837-ba1e-d1aa0b9587b0_1600x938.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>Ngu&#7891;n: B&#225;o c&#225;o &#8220;<a href="https://www.jasper.ai/state-of-ai-marketing-2026#form">The State of AI in Marketing 2026&#8221;</a> (Jasper)</em></p><p>&#272;i&#7873;u &#273;&#243; c&#361;ng &#273;&#7891;ng ngh&#297;a v&#7899;i m&#7897;t th&#7921;c t&#7871; kh&#225; r&#245; r&#224;ng: N&#7871;u b&#7841;n v&#7851;n ch&#7885;n c&#225;ch l&#224;m marketing truy&#7873;n th&#7889;ng v&#224; n&#243;i &#8220;kh&#244;ng&#8221; v&#7899;i s&#7921; h&#7895; tr&#7907; c&#7911;a AI, b&#7841;n &#273;ang t&#7921; &#273;&#7849;y m&#236;nh v&#224;o nh&#243;m 9% &#237;t &#7887;i c&#242;n l&#7841;i - nh&#243;m ng&#432;&#7901;i &#273;ang c&#243; nguy c&#417; r&#7845;t cao b&#7883; &#273;&#224;o th&#7843;i trong cu&#7897;c &#273;ua kh&#7889;c li&#7879;t n&#224;y.</p><blockquote><p><em>L&#224; m&#7897;t ng&#432;&#7901;i l&#224;m marketing, con s&#7889; 91% n&#224;y &#273;&#7889;i v&#7899;i m&#236;nh th&#7921;c s&#7921; l&#224; m&#7897;t &#8220;l&#7901;i c&#7843;nh b&#225;o&#8221;. Nh&#236;n v&#224;o th&#7921;c t&#7871; hi&#7879;n t&#7841;i, AI kh&#244;ng c&#242;n l&#224; th&#7913; &#8220;bi&#7871;t th&#236; t&#7889;t, kh&#244;ng bi&#7871;t c&#361;ng ch&#7859;ng sao&#8221;, m&#224; &#273;&#227; tr&#7903; th&#224;nh m&#7897;t k&#7929; n&#259;ng n&#7873;n t&#7843;ng trong c&#244;ng vi&#7879;c. Khi AI d&#7847;n tr&#7903; th&#224;nh ti&#234;u chu&#7849;n chung, vi&#7879;c kh&#244;ng s&#7917; d&#7909;ng AI &#273;&#7891;ng ngh&#297;a v&#7899;i vi&#7879;c b&#7841;n &#273;ang t&#7921; &#273;&#7863;t m&#236;nh v&#224;o th&#7871; b&#7845;t l&#7907;i.</em></p><p><em>N&#7871;u tr&#432;&#7899;c &#273;&#226;y, m&#236;nh c&#7847;n li&#234;n t&#7909;c c&#7853;p nh&#7853;t ki&#7871;n th&#7913;c marketing &#273;&#7875; kh&#244;ng b&#7883; l&#7895;i th&#7901;i, th&#236; hi&#7879;n t&#7841;i, &#273;i&#7873;u c&#7847;n l&#224;m l&#224; h&#7885;c c&#225;ch &#273;&#432;a AI v&#224;o c&#244;ng vi&#7879;c, kh&#244;ng ch&#7881; &#273;&#7875; l&#224;m nhanh h&#417;n, m&#224; &#273;&#7875; l&#224;m t&#7889;t h&#417;n v&#224; t&#7841;o ra k&#7871;t qu&#7843; r&#245; r&#224;ng h&#417;n. </em></p></blockquote><h2>T&#7915; vi&#7879;c d&#249;ng AI &#273;&#7875; vi&#7871;t caption &#273;&#7871;n x&#226;y d&#7921;ng h&#7879; th&#7889;ng s&#7843;n xu&#7845;t n&#7897;i dung</h2><p>Khi AI &#273;&#227; tr&#7903; th&#224;nh ti&#234;u chu&#7849;n, c&#225;ch marketers s&#7917; d&#7909;ng AI c&#361;ng kh&#244;ng c&#242;n gi&#7889;ng nh&#432; tr&#432;&#7899;c.</p><p>&#7902; giai &#273;o&#7841;n &#273;&#7847;u, AI th&#432;&#7901;ng &#273;&#432;&#7907;c d&#249;ng &#273;&#7875; h&#7895; tr&#7907; nh&#7919;ng task nh&#7887; nh&#432; brainstorm &#253; t&#432;&#7903;ng ho&#7863;c vi&#7871;t caption. Th&#7921;c t&#7871; c&#361;ng cho th&#7845;y <strong>56% marketer cho bi&#7871;t h&#7885; th&#432;&#7901;ng xuy&#234;n s&#7917; d&#7909;ng AI cho vi&#7879;c l&#234;n &#253; t&#432;&#7903;ng (idea generation). </strong>Tuy nhi&#234;n, &#273;&#7871;n n&#259;m 2026, vai tr&#242; n&#224;y &#273;&#227; thay &#273;&#7893;i. AI kh&#244;ng c&#242;n d&#7915;ng l&#7841;i &#7903; vi&#7879;c h&#7895; tr&#7907; t&#7915;ng task, m&#224; d&#7847;n tr&#7903; th&#224;nh m&#7897;t c&#244;ng c&#7909; gi&#250;p <strong>s&#7843;n xu&#7845;t n&#7897;i dung &#7903; quy m&#244; l&#7899;n</strong>.</p><p>Thay v&#236; ch&#7881; t&#7841;o ra m&#7897;t output duy nh&#7845;t, nhi&#7873;u marketer b&#7855;t &#273;&#7847;u s&#7917; d&#7909;ng AI &#273;&#7875; t&#7841;o ra nhi&#7873;u &#273;&#7883;nh d&#7841;ng n&#7897;i dung c&#249;ng l&#250;c (multi-asset). &#272;&#226;y l&#224; m&#7897;t s&#7921; chuy&#7875;n d&#7883;ch quan tr&#7885;ng: t&#7915; vi&#7879;c &#8220;l&#224;m nhanh h&#417;n m&#7897;t vi&#7879;c&#8221; sang &#8220;l&#224;m nhi&#7873;u vi&#7879;c c&#249;ng l&#250;c&#8221;.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!eLvz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eLvz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 424w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 848w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 1272w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!eLvz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png" width="1456" height="798" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:798,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!eLvz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 424w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 848w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 1272w, https://substackcdn.com/image/fetch/$s_!eLvz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd48d0e38-62ad-4221-a281-78b3f389f81f_1600x877.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>Ngu&#7891;n: B&#225;o c&#225;o &#8220;<a href="https://www.jasper.ai/state-of-ai-marketing-2026#form">The State of AI in Marketing 2026&#8221;</a> (Jasper)</em></p><blockquote><p><em>V&#237; d&#7909; &#273;&#7889;i v&#7899;i c&#244;ng vi&#7879;c l&#224;m content h&#224;ng ng&#224;y c&#7911;a m&#236;nh, s&#7921; thay &#273;&#7893;i n&#224;y th&#7875; hi&#7879;n r&#7845;t r&#245;. Tr&#432;&#7899;c &#273;&#226;y, &#273;&#7875; ho&#224;n th&#224;nh m&#7897;t b&#224;i blog, m&#236;nh th&#432;&#7901;ng m&#7845;t kh&#225; nhi&#7873;u th&#7901;i gian cho vi&#7879;c research t&#7915; nhi&#7873;u ngu&#7891;n, x&#226;y d&#7921;ng outline r&#7891;i m&#7899;i b&#7855;t &#273;&#7847;u vi&#7871;t. Sau khi ho&#224;n th&#224;nh, n&#7897;i dung l&#7841;i c&#7847;n &#273;&#432;&#7907;c ch&#7881;nh s&#7917;a v&#224; vi&#7871;t l&#7841;i &#273;&#7875; ph&#249; h&#7907;p v&#7899;i t&#7915;ng k&#234;nh nh&#432; Facebook, email hay video. M&#7895;i k&#234;nh g&#7847;n nh&#432; l&#224; m&#7897;t l&#7847;n x&#7917; l&#253; l&#7841;i t&#7915; &#273;&#7847;u.</em></p><p><em>Th&#7871; nh&#432;ng quy tr&#236;nh hi&#7879;n t&#7841;i &#273;&#227; kh&#225;c. T&#7915; m&#7897;t n&#7897;i dung g&#7889;c, m&#236;nh c&#243; th&#7875; nhanh ch&#243;ng chuy&#7875;n &#273;&#7893;i th&#224;nh nhi&#7873;u phi&#234;n b&#7843;n kh&#225;c nhau cho nhi&#7873;u k&#234;nh ch&#7881; trong th&#7901;i gian ng&#7855;n. AI kh&#244;ng ch&#7881; gi&#250;p m&#236;nh r&#250;t ng&#7855;n th&#7901;i gian vi&#7871;t, m&#224; c&#242;n gi&#250;p m&#7903; r&#7897;ng quy m&#244; s&#7843;n xu&#7845;t n&#7897;i dung m&#7897;t c&#225;ch hi&#7879;u qu&#7843; h&#417;n.</em></p></blockquote><h2>V&#7845;n &#273;&#7873; kh&#244;ng n&#7857;m &#7903; vi&#7879;c t&#7841;o n&#7897;i dung m&#224; &#7903; vi&#7879;c ki&#7875;m so&#225;t khi scale</h2><p>Khi vi&#7879;c t&#7841;o n&#7897;i dung tr&#7903; n&#234;n d&#7877; d&#224;ng h&#417;n, c&#226;u h&#7887;i kh&#244;ng c&#242;n l&#224; &#8220;L&#224;m th&#7871; n&#224;o &#273;&#7875; t&#7841;o ra nhi&#7873;u h&#417;n?&#8221;, m&#224; l&#224;: &#8220;<strong>L&#224;m th&#7871; n&#224;o &#273;&#7875; ki&#7875;m so&#225;t ch&#7845;t l&#432;&#7907;ng khi s&#7843;n xu&#7845;t &#7903; quy m&#244; l&#7899;n?&#8221;. </strong></p><p>Theo b&#225;o c&#225;o, c&#243; <strong>27% marketer cho r&#7857;ng legal, compliance v&#224; brand governance l&#224; r&#224;o c&#7843;n l&#7899;n nh&#7845;t khi d&#249;ng AI</strong>.</p><p>Vi&#7879;c t&#7841;o ra n&#7897;i dung b&#7857;ng AI hi&#7879;n t&#7841;i kh&#244;ng c&#242;n qu&#225; kh&#243;. Nh&#432;ng khi s&#7889; l&#432;&#7907;ng n&#7897;i dung t&#259;ng l&#234;n, m&#7897;t v&#224;i l&#7895; h&#7893;ng b&#7855;t &#273;&#7847;u xu&#7845;t hi&#7879;n:</p><ul><li><p>N&#7897;i dung &#273;&#432;&#7907;c t&#7841;o b&#7857;ng AI c&#243; gi&#7919; &#273;&#250;ng brand voice kh&#244;ng?</p></li><li><p>N&#7897;i dung gi&#7919;a c&#225;c k&#234;nh c&#243; &#273;&#7843;m b&#7843;o t&#237;nh nh&#7845;t qu&#225;n kh&#244;ng?</p></li><li><p>Hay n&#7897;i dung do AI vi&#7871;t c&#243; vi ph&#7841;m guideline ho&#7863;c r&#7911;i ro ph&#225;p l&#253; kh&#244;ng?</p></li></ul><p>Khi ch&#432;a c&#243; m&#7897;t h&#7879; th&#7889;ng ki&#7875;m so&#225;t r&#245; r&#224;ng, vi&#7879;c scale n&#7897;i dung b&#7857;ng AI c&#243; th&#7875; nhanh ch&#243;ng bi&#7871;n th&#224;nh m&#7897;t &#8220;m&#7899; h&#7895;n &#273;&#7897;n&#8221;, nhi&#7873;u nh&#432;ng kh&#244;ng ch&#7845;t l&#432;&#7907;ng, nhanh nh&#432;ng kh&#243; ki&#7875;m so&#225;t.</p><p>Do v&#7853;y, v&#7845;n &#273;&#7873; kh&#244;ng c&#242;n n&#7857;m &#7903; vi&#7879;c b&#7841;n c&#243; t&#7841;o ra nhi&#7873;u n&#7897;i dung h&#417;n hay kh&#244;ng, m&#224; &#7903; vi&#7879;c b&#7841;n c&#243; <strong>ki&#7875;m so&#225;t &#273;&#432;&#7907;c ch&#7845;t l&#432;&#7907;ng v&#224; s&#7921; nh&#7845;t qu&#225;n khi scale n&#7897;i dung b&#7857;ng AI</strong> hay kh&#244;ng. B&#7903;i Ai c&#361;ng c&#243; th&#7875; d&#249;ng AI &#273;&#7875; t&#7841;o n&#7897;i dung. Nh&#432;ng kh&#244;ng ph&#7843;i ai c&#361;ng bi&#7871;t c&#225;ch ki&#7875;m so&#225;t v&#224; bi&#7871;n nh&#7919;ng output &#273;&#243; th&#224;nh k&#7871;t qu&#7843; th&#7921;c t&#7871;.</p><h2>AI kh&#244;ng thay th&#7871; b&#7841;n nh&#432;ng &#273;ang thay &#273;&#7893;i c&#244;ng vi&#7879;c c&#7911;a b&#7841;n</h2><p>Theo report, <strong>1 trong 3 marketer &#273;&#227; c&#243; AI trong JD c&#244;ng vi&#7879;c</strong>, v&#224; <strong>74% cho bi&#7871;t AI &#273;&#227; &#7843;nh h&#432;&#7903;ng tr&#7921;c ti&#7871;p &#273;&#7871;n c&#244;ng vi&#7879;c c&#7911;a h&#7885;</strong> .</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5ADi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5ADi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 424w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 848w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 1272w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5ADi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png" width="1456" height="513" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:513,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5ADi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 424w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 848w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 1272w, https://substackcdn.com/image/fetch/$s_!5ADi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc887f2d7-645a-46cf-884d-1e5b2f5b8596_1600x564.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>Ngu&#7891;n: B&#225;o c&#225;o &#8220;<a href="https://www.jasper.ai/state-of-ai-marketing-2026#form">The State of AI in Marketing 2026&#8221;</a> (Jasper)</em></p><p>&#272;i&#7873;u n&#224;y cho th&#7845;y AI kh&#244;ng c&#242;n l&#224; m&#7897;t k&#7929; n&#259;ng &#8220;ph&#7909; tr&#7907;&#8221;. N&#243; &#273;ang d&#7847;n tr&#7903; th&#224;nh m&#7897;t ph&#7847;n trong n&#259;ng l&#7921;c c&#7889;t l&#245;i c&#7911;a ng&#432;&#7901;i l&#224;m marketing.</p><p>V&#224; khi nh&#236;n k&#7929; h&#417;n, s&#7921; thay &#273;&#7893;i n&#224;y kh&#244;ng ch&#7881; d&#7915;ng &#7903; vi&#7879;c &#8220;d&#249;ng th&#234;m m&#7897;t c&#244;ng c&#7909;&#8221;. Tr&#432;&#7899;c &#273;&#226;y, ph&#7847;n l&#7899;n c&#244;ng vi&#7879;c c&#7911;a marketer xoay quanh execution:</p><ul><li><p>Vi&#7871;t n&#7897;i dung</p></li><li><p>Ch&#7841;y qu&#7843;ng c&#225;o</p></li><li><p>T&#7889;i &#432;u chi&#7871;n d&#7883;ch</p></li></ul><p>Nh&#432;ng hi&#7879;n t&#7841;i, vai tr&#242; &#273;&#243; &#273;ang d&#7847;n d&#7883;ch chuy&#7875;n. Marketer b&#7855;t &#273;&#7847;u ph&#7843;i:</p><ul><li><p>Thi&#7871;t k&#7871; workflow l&#224;m vi&#7879;c v&#7899;i AI</p></li><li><p>X&#226;y d&#7921;ng h&#7879; th&#7889;ng s&#7843;n xu&#7845;t n&#7897;i dung</p></li><li><p>Qu&#7843;n l&#253; v&#224; ki&#7875;m so&#225;t output t&#7915; AI</p></li><li><p>&#272;&#7843;m b&#7843;o ch&#7845;t l&#432;&#7907;ng v&#224; t&#237;nh nh&#7845;t qu&#225;n c&#7911;a brand</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9yTK!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9yTK!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 424w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 848w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 1272w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9yTK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png" width="1456" height="805" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:805,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9yTK!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 424w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 848w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 1272w, https://substackcdn.com/image/fetch/$s_!9yTK!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F082fe82d-1b21-4966-9eb9-4f816f889c00_1600x885.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>H&#236;nh &#7843;nh l&#224; m&#7897;t ph&#7847;n slide kh&#243;a h&#7885;c AI Professional Program</em></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=aiprogram&amp;utm_content=the-state-ai-marketing&amp;utm_product=ai-program&amp;_gl=1*yy9v1s*_gcl_au*MTgyNTUxNjg0NC4xNzcwNzE2NjA1LjEyODk4NTQ5MTIuMTc3MzIxNzg3MS4xNzczMjE5Nzgz*_ga*MTQ2ODgzNjg2NC4xNzcwNzE2NjA1*_ga_Q9YNG8JL2S*czE3NzM3MzI5ODkkbzkkZzEkdDE3NzM3MzI5OTkkajUwJGwxJGg3MjExNjU4NDE.&quot;,&quot;text&quot;:&quot;Tham kh&#7843;o chi ti&#7871;t kho&#225; h&#7885;c t&#7841;i &#273;&#226;y&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=aiprogram&amp;utm_content=the-state-ai-marketing&amp;utm_product=ai-program&amp;_gl=1*yy9v1s*_gcl_au*MTgyNTUxNjg0NC4xNzcwNzE2NjA1LjEyODk4NTQ5MTIuMTc3MzIxNzg3MS4xNzczMjE5Nzgz*_ga*MTQ2ODgzNjg2NC4xNzcwNzE2NjA1*_ga_Q9YNG8JL2S*czE3NzM3MzI5ODkkbzkkZzEkdDE3NzM3MzI5OTkkajUwJGwxJGg3MjExNjU4NDE."><span>Tham kh&#7843;o chi ti&#7871;t kho&#225; h&#7885;c t&#7841;i &#273;&#226;y</span></a></p><p>Do v&#7853;y, nh&#7919;ng ng&#432;&#7901;i ch&#7881; d&#7915;ng l&#7841;i &#7903; vi&#7879;c s&#7917; d&#7909;ng AI &#273;&#7875; l&#224;m nhanh h&#417;n t&#7915;ng task s&#7869; kh&#243; duy tr&#236; l&#7907;i th&#7871;. Khi vi&#7879;c t&#7841;o content tr&#7903; n&#234;n d&#7877; d&#224;ng v&#224; ph&#7893; bi&#7871;n h&#417;n, t&#7889;c &#273;&#7897; kh&#244;ng c&#242;n l&#224; y&#7871;u t&#7889; t&#7841;o ra kh&#225;c bi&#7879;t nh&#432; tr&#432;&#7899;c.</p><p>Trong khi &#273;&#243;, nh&#7919;ng ng&#432;&#7901;i hi&#7875;u c&#225;ch x&#226;y d&#7921;ng workflow, thi&#7871;t k&#7871; h&#7879; th&#7889;ng v&#224; ki&#7875;m so&#225;t ch&#7845;t l&#432;&#7907;ng s&#7869; c&#243; l&#7907;i th&#7871; d&#224;i h&#7841;n h&#417;n. Ch&#237;nh v&#236; v&#7853;y, c&#226;u h&#7887;i quan tr&#7885;ng l&#250;c n&#224;y kh&#244;ng c&#242;n l&#224;: <strong>&#8220;AI c&#243; thay th&#7871; marketer kh&#244;ng?, </strong>m&#224; l&#224;: <strong>&#8220;C&#244;ng vi&#7879;c c&#7911;a m&#7897;t marketer &#273;ang thay &#273;&#7893;i nh&#432; th&#7871; n&#224;o?&#8221;.</strong></p><p>Khi vi&#7879;c t&#7841;o n&#7897;i dung hay x&#7917; l&#253; d&#7919; li&#7879;u d&#7847;n &#273;&#432;&#7907;c AI h&#7895; tr&#7907;, vai tr&#242; c&#7911;a marketer kh&#244;ng c&#242;n d&#7915;ng &#7903; vi&#7879;c th&#7921;c thi t&#7915;ng task ri&#234;ng l&#7867;. N&#243;i c&#225;ch kh&#225;c, b&#7841;n kh&#244;ng c&#242;n ch&#7881; l&#224; ng&#432;&#7901;i l&#224;m marketing m&#224; d&#7847;n tr&#7903; th&#224;nh ng&#432;&#7901;i thi&#7871;t k&#7871; c&#225;ch marketing v&#7853;n h&#224;nh c&#249;ng v&#7899;i AI.</p><h2>K&#7871;t lu&#7853;n</h2><p>Sau khi &#273;&#7885;c report n&#224;y v&#224; nh&#236;n l&#7841;i ch&#237;nh c&#244;ng vi&#7879;c c&#7911;a m&#236;nh, m&#236;nh nh&#7853;n ra m&#7897;t &#273;i&#7873;u kh&#225; r&#245;: AI kh&#244;ng ph&#7843;i l&#224; th&#7913; &#273;&#225;ng lo nh&#7845;t. Th&#7913; &#273;&#225;ng lo h&#417;n l&#224; c&#225;ch m&#236;nh l&#224;m marketing c&#243; &#273;ang thay &#273;&#7893;i k&#7883;p hay kh&#244;ng.</p><p>B&#7903;i v&#236; n&#7871;u nh&#236;n l&#7841;i, ph&#7847;n l&#7899;n nh&#7919;ng g&#236; AI &#273;ang l&#224;m r&#7845;t t&#7889;t hi&#7879;n t&#7841;i &#273;&#7873;u l&#224; nh&#7919;ng c&#244;ng vi&#7879;c mang t&#237;nh l&#7863;p l&#7841;i: vi&#7871;t n&#7897;i dung, t&#7893;ng h&#7907;p th&#244;ng tin,...</p><p>Nh&#7919;ng vi&#7879;c m&#224; tr&#432;&#7899;c &#273;&#226;y m&#236;nh t&#7915;ng ngh&#297; l&#224; &#8220;k&#7929; n&#259;ng&#8221;, th&#7921;c ra &#273;ang d&#7847;n tr&#7903; th&#224;nh &#8220;m&#7863;c &#273;&#7883;nh&#8221;. V&#224; khi &#273;i&#7873;u &#273;&#243; x&#7843;y ra, l&#7907;i th&#7871; kh&#244;ng c&#242;n n&#7857;m &#7903; vi&#7879;c l&#224;m t&#7889;t nh&#7919;ng task &#273;&#243; n&#7919;a m&#224; n&#7857;m &#7903;: </p><ul><li><p>C&#225;ch m&#236;nh khai th&#225;c AI &#273;&#7875; x&#7917; l&#253; th&#244;ng tin v&#224; t&#7841;o ra insight</p></li><li><p>C&#225;ch m&#236;nh k&#7871;t n&#7889;i AI v&#224;o t&#7915;ng b&#432;&#7899;c trong quy tr&#236;nh l&#224;m vi&#7879;c, thay v&#236; d&#249;ng r&#7901;i r&#7841;c t&#7915;ng task</p></li><li><p>V&#224; quan tr&#7885;ng nh&#7845;t, c&#225;ch m&#236;nh d&#249;ng AI &#273;&#7875; t&#7889;i &#432;u campaign v&#224; ra quy&#7871;t &#273;&#7883;nh t&#7889;t h&#417;n, ch&#7913; kh&#244;ng ch&#7881; d&#7915;ng l&#7841;i &#7903; vi&#7879;c t&#7841;o ra th&#234;m nhi&#7873;u output</p></li></ul><p>C&#225; nh&#226;n m&#236;nh kh&#244;ng ngh&#297; AI s&#7869; thay th&#7871; marketer, nh&#432;ng m&#236;nh tin r&#7857;ng AI s&#7869; khi&#7871;n nh&#7919;ng ng&#432;&#7901;i l&#224;m marketing theo c&#225;ch c&#361; nhanh ch&#243;ng b&#7883; &#273;&#224;o th&#7843;i.</p><p>N&#7871;u b&#7841;n &#273;ang l&#224;m marketing v&#224; mu&#7889;n hi&#7875;u r&#245; c&#225;ch &#7913;ng d&#7909;ng AI v&#224;o c&#244;ng vi&#7879;c m&#7897;t c&#225;ch b&#224;i b&#7843;n h&#417;n, <em><strong><a href="https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=aiprogram&amp;utm_content=the-state-ai-marketing&amp;utm_product=ai-program&amp;_gl=1*yy9v1s*_gcl_au*MTgyNTUxNjg0NC4xNzcwNzE2NjA1LjEyODk4NTQ5MTIuMTc3MzIxNzg3MS4xNzczMjE5Nzgz*_ga*MTQ2ODgzNjg2NC4xNzcwNzE2NjA1*_ga_Q9YNG8JL2S*czE3NzM3MzI5ODkkbzkkZzEkdDE3NzM3MzI5OTkkajUwJGwxJGg3MjExNjU4NDE.">ch&#432;&#417;ng tr&#236;nh AI Professional Program</a></strong></em> s&#7869; gi&#250;p b&#7841;n x&#226;y d&#7921;ng n&#7873;n t&#7843;ng &#273;&#243;.</p><p>Trong ch&#432;&#417;ng tr&#236;nh, b&#7841;n s&#7869; h&#7885;c c&#225;ch:</p><ul><li><p>X&#226;y d&#7921;ng workflow l&#224;m vi&#7879;c v&#7899;i AI thay v&#236; ch&#7881; d&#249;ng t&#7915;ng tool r&#7901;i r&#7841;c</p></li><li><p>T&#7921; &#273;&#7897;ng ho&#225; c&#225;c task l&#7863;p l&#7841;i (v&#237; d&#7909; v&#7899;i n8n) &#273;&#7875; ti&#7871;t ki&#7879;m th&#7901;i gian x&#7917; l&#253;</p></li><li><p>S&#7917; d&#7909;ng AI &#273;&#7875; research, t&#7893;ng h&#7907;p v&#224; x&#7917; l&#253; th&#244;ng tin ph&#7909;c v&#7909; cho vi&#7879;c l&#234;n chi&#7871;n l&#432;&#7907;c v&#224; ra quy&#7871;t &#273;&#7883;nh</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wAYb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wAYb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 424w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 848w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 1272w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wAYb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png" width="1456" height="615" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/518cba61-710e-475b-b3ad-6949416efff6_1456x615.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:615,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!wAYb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 424w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 848w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 1272w, https://substackcdn.com/image/fetch/$s_!wAYb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F518cba61-710e-475b-b3ad-6949416efff6_1456x615.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption"><em>N&#7871;u b&#7841;n th&#7845;y b&#224;i vi&#7871;t n&#224;y h&#7919;u &#237;ch, h&#227;y subscribe<strong> Insight Ouch!</strong> &#273;&#7875; kh&#244;ng b&#7887; l&#7905; nh&#7919;ng g&#243;c nh&#236;n m&#7899;i nh&#7845;t v&#7873; AI &amp; Marketing nh&#233;!</em></p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[AI Agent đang thay đổi vai trò của Marketer trong kỷ nguyên dữ liệu như thế nào?]]></title><description><![CDATA[S&#7921; xu&#7845;t hi&#7879;n c&#7911;a AI Agent &#273;ang t&#225;i &#273;&#7883;nh ngh&#297;a c&#225;ch marketing v&#7853;n h&#224;nh trong nh&#7919;ng n&#259;m g&#7847;n &#273;&#226;y. Marketer c&#7847;n chu&#7849;n b&#7883; g&#236; ngay t&#7915; b&#226;y gi&#7901; &#273;&#7875; kh&#244;ng b&#7883; t&#7909;t l&#7841;i trong k&#7927; nguy&#234;n AI?]]></description><link>https://analytics.tomorrowmarketers.org/p/ai-agent-ang-thay-oi-vai-tro-cua</link><guid isPermaLink="false">https://analytics.tomorrowmarketers.org/p/ai-agent-ang-thay-oi-vai-tro-cua</guid><dc:creator><![CDATA[Linh Nguyen]]></dc:creator><pubDate>Tue, 10 Mar 2026 03:13:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!rEyW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Cu&#7889;i tu&#7847;n v&#7915;a qua, Tomorrow Marketers &#273;&#227; t&#7893; ch&#7913;c th&#224;nh c&#244;ng New Year Master Class &#273;&#7847;u ti&#234;n trong n&#259;m 2026 v&#7899;i ch&#7911; &#273;&#7873; &#8220;Future of Marketing &#8211; Transforming with AI Agent&#8221;.  L&#224; m&#7897;t trong nh&#7919;ng ng&#432;&#7901;i tr&#7921;c ti&#7871;p tham gia v&#224;o qu&#225; tr&#236;nh t&#7893; ch&#7913;c v&#224; theo d&#245;i to&#224;n b&#7897; bu&#7893;i master class, m&#236;nh &#273;&#227; c&#243; c&#417; h&#7897;i l&#7855;ng nghe r&#7845;t nhi&#7873;u g&#243;c nh&#236;n th&#250; v&#7883; t&#7915; c&#225;c di&#7877;n gi&#7843; v&#7873; c&#225;ch AI Agent &#273;ang thay &#273;&#7893;i c&#225;ch Marketing &#273;&#432;&#7907;c v&#7853;n h&#224;nh trong doanh nghi&#7879;p.</p><p>&#272;i&#7873;u khi&#7871;n m&#236;nh &#7845;n t&#432;&#7907;ng nh&#7845;t kh&#244;ng ch&#7881; l&#224; nh&#7919;ng c&#244;ng c&#7909; hay xu h&#432;&#7899;ng m&#7899;i, m&#224; l&#224; nh&#7919;ng <strong>key message r&#7845;t r&#245; r&#224;ng v&#7873; c&#225;ch vai tr&#242; c&#7911;a Marketer &#273;ang d&#7883;ch chuy&#7875;n trong k&#7927; nguy&#234;n AI</strong>. Sau bu&#7893;i chia s&#7867; &#273;&#243;, m&#236;nh &#273;&#227; ghi l&#7841;i m&#7897;t v&#224;i insight &#273;&#225;ng suy ngh&#297; v&#224; mu&#7889;n chia s&#7867; l&#7841;i v&#7899;i m&#7885;i ng&#432;&#7901;i trong b&#224;i vi&#7871;t n&#224;y.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rEyW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rEyW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rEyW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg" width="1456" height="970" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:970,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rEyW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rEyW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F21d98ecd-178d-45ae-ae8e-c011b5fee6af_1600x1066.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h2>B&#7889;i c&#7843;nh th&#7883; tr&#432;&#7901;ng: Khi h&#224;nh vi ti&#234;u d&#249;ng c&#7911;a kh&#225;ch h&#224;ng v&#224; c&#244;ng ngh&#7879; thay &#273;&#7893;i</h2><p>Trong v&#224;i n&#259;m g&#7847;n &#273;&#226;y, AI &#273;&#227; tr&#7903; th&#224;nh m&#7897;t c&#244;ng c&#7909; quen thu&#7897;c trong Marketing, t&#7915; vi&#7879;c h&#7895; tr&#7907; vi&#7871;t n&#7897;i dung, ph&#226;n t&#237;ch d&#7919; li&#7879;u cho &#273;&#7871;n t&#7889;i &#432;u chi&#7871;n d&#7883;ch. Tuy nhi&#234;n, s&#7921; thay &#273;&#7893;i l&#7899;n h&#417;n &#273;ang di&#7877;n ra &#7903; ph&#237;a ng&#432;&#7901;i d&#249;ng: <strong>AI b&#7855;t &#273;&#7847;u tr&#7903; th&#224;nh m&#7897;t k&#234;nh m&#224; kh&#225;ch h&#224;ng s&#7917; d&#7909;ng &#273;&#7875; t&#236;m hi&#7875;u v&#224; ra quy&#7871;t &#273;&#7883;nh mua s&#7855;m.</strong></p><p>M&#7897;t v&#224;i con s&#7889; &#8220;bi&#7871;t n&#243;i&#8221; t&#7915; b&#225;o c&#225;o c&#7911;a Kantar v&#224; HubSpot trong bu&#7893;i masterclass khi&#7871;n m&#236;nh th&#7921;c s&#7921; ph&#7843;i l&#432;u t&#226;m:</p><ul><li><p><strong>S&#7921; d&#7883;ch chuy&#7875;n c&#7911;a ng&#432;&#7901;i d&#249;ng:</strong> Hi&#7879;n &#273;&#227; c&#243; 24% ng&#432;&#7901;i d&#249;ng AI b&#7855;t &#273;&#7847;u s&#7917; d&#7909;ng tr&#7907; l&#253; &#7843;o &#273;&#7875; h&#7895; tr&#7907; mua s&#7855;m. &#272;&#225;ng ch&#250; &#253; h&#417;n, t&#7927; l&#7879; chuy&#7875;n &#273;&#7893;i t&#7915; traffic AI &#273;ang t&#259;ng tr&#432;&#7903;ng li&#234;n t&#7909;c v&#224; &#273;&#227; ch&#237;nh th&#7913;c v&#432;&#7907;t qua c&#225;c ngu&#7891;n traffic truy&#7873;n th&#7889;ng v&#224;o cu&#7889;i n&#259;m 2025.</p></li></ul><ul><li><p><strong>M&#7913;c &#273;&#7897; tin c&#7853;y:</strong> Kh&#244;ng c&#242;n l&#224; nh&#7919;ng th&#7917; nghi&#7879;m vui v&#7867;, 75% ng&#432;&#7901;i d&#249;ng kh&#7859;ng &#273;&#7883;nh h&#7885; tin t&#432;&#7903;ng v&#224; mua h&#224;ng d&#7921;a tr&#234;n c&#225;c &#273;&#7873; xu&#7845;t do AI t&#7841;o ra h&#224;ng tu&#7847;n.</p></li></ul><ul><li><p><strong>Th&#7921;c t&#7871; t&#7841;i Vi&#7879;t Nam:</strong> Th&#7883; tr&#432;&#7901;ng Vi&#7879;t Nam kh&#244;ng h&#7873; &#273;&#7913;ng ngo&#224;i cu&#7897;c &#273;ua n&#224;y. S&#7889; li&#7879;u cho th&#7845;y c&#243; kho&#7843;ng 57% doanh nghi&#7879;p Vi&#7879;t &#273;&#227; &#7913;ng d&#7909;ng AI v&#224;o v&#7853;n h&#224;nh v&#224; 78% trong s&#7889; &#273;&#243; &#273;&#225;nh gi&#225; m&#7913;c &#273;&#7897; t&#237;ch h&#7907;p &#273;ang &#7903; m&#7913;c trung b&#236;nh &#273;&#7871;n cao.</p></li></ul><p>Nh&#7919;ng con s&#7889; n&#224;y cho th&#7845;y m&#7897;t thay &#273;&#7893;i quan tr&#7885;ng: </p><blockquote><p><em>AI &#273;ang d&#7847;n tr&#7903; th&#224;nh m&#7897;t &#273;i&#7875;m ch&#7841;m m&#7899;i trong h&#224;nh tr&#236;nh mua h&#224;ng c&#7911;a kh&#225;ch h&#224;ng.</em> </p></blockquote><p>Khi ng&#432;&#7901;i d&#249;ng b&#7855;t &#273;&#7847;u t&#236;m ki&#7871;m th&#244;ng tin, so s&#225;nh l&#7921;a ch&#7885;n v&#224; h&#236;nh th&#224;nh quy&#7871;t &#273;&#7883;nh th&#244;ng qua AI, c&#225;ch Marketing t&#225;c &#273;&#7897;ng &#273;&#7871;n h&#224;nh vi mua s&#7855;m c&#361;ng s&#7869; thay &#273;&#7893;i theo.</p><p>Trong b&#7889;i c&#7843;nh &#273;&#243;, s&#7921; xu&#7845;t hi&#7879;n c&#7911;a AI Agent &#273;ang m&#7903; ra m&#7897;t giai &#273;o&#7841;n m&#7899;i, n&#417;i AI kh&#244;ng ch&#7881; cung c&#7845;p th&#244;ng tin m&#224; c&#242;n b&#7855;t &#273;&#7847;u tham gia s&#226;u h&#417;n v&#224;o qu&#225; tr&#236;nh ra quy&#7871;t &#273;&#7883;nh c&#7911;a ng&#432;&#7901;i d&#249;ng.</p><h2>AI Agent - B&#432;&#7899;c ti&#7871;n ti&#7871;p theo sau Chatbot v&#224; GenAI</h2><p>N&#7871;u giai &#273;o&#7841;n 2023&#8211;2024 &#273;&#432;&#7907;c nh&#7855;c &#273;&#7871;n v&#7899;i Chatbot v&#224; GenAI, th&#236; t&#7915; 2025&#8211;2027, t&#7915; kh&#243;a quan tr&#7885;ng nh&#7845;t c&#243; th&#7875; l&#224; AI Agent.</p><p>Kh&#225;c v&#7899;i chatbot truy&#7873;n th&#7889;ng v&#7889;n ch&#7881; d&#7915;ng l&#7841;i &#7903; vi&#7879;c tr&#7843; l&#7901;i c&#226;u h&#7887;i ho&#7863;c cung c&#7845;p th&#244;ng tin khi ng&#432;&#7901;i d&#249;ng y&#234;u c&#7847;u, <strong>AI Agent c&#243; kh&#7843; n&#259;ng t&#7921; th&#7921;c hi&#7879;n m&#7897;t chu&#7895;i nhi&#7879;m v&#7909; ho&#224;n ch&#7881;nh &#273;&#7875; &#273;&#7841;t &#273;&#432;&#7907;c m&#7897;t m&#7909;c ti&#234;u c&#7909; th&#7875;.</strong> Thay v&#236; ch&#7881; ph&#7843;n h&#7891;i t&#7915;ng c&#226;u h&#7887;i ri&#234;ng l&#7867;, AI Agent c&#243; th&#7875; t&#7921; t&#236;m ki&#7871;m th&#244;ng tin, ph&#226;n t&#237;ch d&#7919; li&#7879;u, so s&#225;nh c&#225;c l&#7921;a ch&#7885;n v&#224; &#273;&#432;a ra &#273;&#7873; xu&#7845;t ph&#249; h&#7907;p.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yI4d!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yI4d!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 424w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 848w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 1272w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yI4d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png" width="1456" height="697" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:697,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:&quot;Screen Shot 2026-02-26 at 09.04.19.png&quot;,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="Screen Shot 2026-02-26 at 09.04.19.png" srcset="https://substackcdn.com/image/fetch/$s_!yI4d!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 424w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 848w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 1272w, https://substackcdn.com/image/fetch/$s_!yI4d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd55be4b2-236e-4b58-97f9-7b5abf3f4735_1600x766.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>V&#7873; c&#417; b&#7843;n, m&#7897;t AI Agent th&#432;&#7901;ng &#273;&#432;&#7907;c c&#7845;u th&#224;nh t&#7915; ba th&#224;nh ph&#7847;n ch&#237;nh:</p><ul><li><p><strong>Brain (B&#7897; n&#227;o): </strong>&#272;&#226;y l&#224; ph&#7847;n ch&#7883;u tr&#225;ch nhi&#7879;m suy lu&#7853;n v&#224; ra quy&#7871;t &#273;&#7883;nh. Brain th&#432;&#7901;ng &#273;&#432;&#7907;c x&#226;y d&#7921;ng d&#7921;a tr&#234;n c&#225;c m&#244; h&#236;nh ng&#244;n ng&#7919; l&#7899;n nh&#432; GPT hay Gemini, gi&#250;p AI hi&#7875;u ng&#7919; c&#7843;nh, ph&#226;n t&#237;ch y&#234;u c&#7847;u v&#224; l&#7921;a ch&#7885;n c&#225;ch x&#7917; l&#253; ph&#249; h&#7907;p.</p></li></ul><ul><li><p><strong>Memory (B&#7897; nh&#7899;): </strong> &#272;&#226;y l&#224; l&#7899;p d&#7919; li&#7879;u gi&#250;p AI hi&#7875;u &#273;&#432;&#7907;c b&#7889;i c&#7843;nh c&#7909; th&#7875; c&#7911;a doanh nghi&#7879;p. Memory c&#243; th&#7875; bao g&#7891;m d&#7919; li&#7879;u n&#7897;i b&#7897;, quy tr&#236;nh v&#7853;n h&#224;nh (SOP) ho&#7863;c ki&#7871;n th&#7913;c v&#7873; ng&#224;nh h&#224;ng. Nh&#7901; c&#243; l&#7899;p d&#7919; li&#7879;u n&#224;y, AI Agent c&#243; th&#7875; &#273;&#432;a ra c&#225;c &#273;&#7873; xu&#7845;t s&#225;t v&#7899;i th&#7921;c t&#7871; thay v&#236; ch&#7881; tr&#7843; l&#7901;i theo nh&#7919;ng th&#244;ng tin chung chung tr&#234;n Internet.</p></li></ul><ul><li><p><strong>Action (Kh&#7843; n&#259;ng th&#7921;c thi): </strong>&#272;i&#7875;m kh&#225;c bi&#7879;t l&#7899;n nh&#7845;t c&#7911;a AI Agent n&#7857;m &#7903; kh&#7843; n&#259;ng h&#224;nh &#273;&#7897;ng. Th&#244;ng qua vi&#7879;c k&#7871;t n&#7889;i v&#7899;i c&#225;c c&#244;ng c&#7909; kh&#225;c nhau, AI c&#243; th&#7875; th&#7921;c hi&#7879;n c&#225;c t&#225;c v&#7909; th&#7921;c t&#7871; nh&#432; ph&#226;n t&#237;ch d&#7919; li&#7879;u, g&#7917;i email, t&#7841;o n&#7897;i dung ho&#7863;c c&#7853;p nh&#7853;t dashboard b&#225;o c&#225;o.</p></li></ul><p>N&#243;i c&#225;ch kh&#225;c, n&#7871;u chatbot ch&#7881; d&#7915;ng l&#7841;i &#7903; vi&#7879;c <strong>tr&#7843; l&#7901;i</strong>, th&#236; AI Agent c&#243; th&#7875; <strong>t&#7921; suy ngh&#297;, ghi nh&#7899; v&#224; h&#224;nh &#273;&#7897;ng &#273;&#7875; ho&#224;n th&#224;nh m&#7897;t nhi&#7879;m v&#7909; tr&#7885;n v&#7865;n</strong>.</p><h2>Nh&#7919;ng &#7913;ng d&#7909;ng AI Agent th&#7921;c t&#7871; trong c&#225;c ho&#7841;t &#273;&#7897;ng marketing</h2><p>Trong bu&#7893;i master class, c&#225;c di&#7877;n gi&#7843; c&#361;ng chia s&#7867; m&#7897;t s&#7889; &#7913;ng d&#7909;ng th&#7921;c t&#7871; cho th&#7845;y AI Agent kh&#244;ng ch&#7881; l&#224; m&#7897;t kh&#225;i ni&#7879;m c&#244;ng ngh&#7879;, m&#224; &#273;ang b&#7855;t &#273;&#7847;u &#273;&#432;&#7907;c tri&#7875;n khai tr&#7921;c ti&#7871;p trong ho&#7841;t &#273;&#7897;ng Marketing v&#224; v&#7853;n h&#224;nh doanh nghi&#7879;p.</p><ul><li><p><strong>Chatbot ch&#259;m s&#243;c kh&#225;ch h&#224;ng:</strong></p></li></ul><p>Tr&#432;&#7899;c &#273;&#226;y, chatbot ch&#7911; y&#7871;u ho&#7841;t &#273;&#7897;ng theo c&#225;c k&#7883;ch b&#7843;n c&#243; s&#7861;n, ch&#7881; tr&#7843; l&#7901;i nh&#7919;ng c&#226;u h&#7887;i &#273;&#417;n gi&#7843;n nh&#432; th&#244;ng tin s&#7843;n ph&#7849;m, ch&#237;nh s&#225;ch v&#7853;n chuy&#7875;n hay t&#236;nh tr&#7841;ng &#273;&#417;n h&#224;ng. Tuy nhi&#234;n v&#7899;i AI Agent, h&#7879; th&#7889;ng c&#243; th&#7875; <strong>hi&#7875;u ng&#7919; c&#7843;nh cu&#7897;c tr&#242; chuy&#7879;n s&#226;u h&#417;n</strong> v&#224; t&#7921; <strong>x&#7917; l&#253; c&#225;c t&#236;nh hu&#7889;ng ph&#7913;c t&#7841;p</strong> h&#417;n trong h&#224;nh tr&#236;nh kh&#225;ch h&#224;ng.</p><p>V&#237; d&#7909;, khi kh&#225;ch h&#224;ng h&#7887;i v&#7873; m&#7897;t s&#7843;n ph&#7849;m, AI Agent kh&#244;ng ch&#7881; cung c&#7845;p th&#244;ng tin c&#417; b&#7843;n m&#224; c&#242;n c&#243; th&#7875; <strong>g&#7907;i &#253; s&#7843;n ph&#7849;m ph&#249; h&#7907;p, so s&#225;nh c&#225;c l&#7921;a ch&#7885;n, tra c&#7913;u t&#7891;n kho ho&#7863;c th&#7853;m ch&#237; h&#7895; tr&#7907; ho&#224;n t&#7845;t &#273;&#417;n h&#224;ng</strong>. &#272;i&#7873;u n&#224;y gi&#250;p doanh nghi&#7879;p bi&#7871;n chatbot t&#7915; m&#7897;t c&#244;ng c&#7909; h&#7895; tr&#7907; &#273;&#417;n gi&#7843;n th&#224;nh m&#7897;t k&#234;nh b&#225;n h&#224;ng v&#224; ch&#259;m s&#243;c kh&#225;ch h&#224;ng ho&#7841;t &#273;&#7897;ng 24/7.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!N6kd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!N6kd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 424w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 848w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!N6kd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg" width="1456" height="970" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:970,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!N6kd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 424w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 848w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!N6kd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc82791e4-45c2-4c1e-9e4c-bfa626c2e1b9_1600x1066.jpeg 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><ul><li><p><strong>Ph&#226;n t&#237;ch d&#7919; li&#7879;u ng&#432;&#7901;i d&#249;ng</strong></p></li></ul><p>M&#7897;t trong nh&#7919;ng &#7913;ng d&#7909;ng quan tr&#7885;ng nh&#7845;t c&#7911;a AI Agent n&#7857;m &#7903; kh&#7843; n&#259;ng <strong>t&#7921; &#273;&#7897;ng ph&#226;n t&#237;ch d&#7919; li&#7879;u &#273;&#7875; ph&#225;t hi&#7879;n insight</strong>.</p><p>Thay v&#236; marketer ph&#7843;i xu&#7845;t d&#7919; li&#7879;u t&#7915; nhi&#7873;u n&#7873;n t&#7843;ng, t&#7893;ng h&#7907;p v&#224; ph&#226;n t&#237;ch th&#7911; c&#244;ng, AI Agent c&#243; th&#7875; <strong>k&#7871;t n&#7889;i v&#7899;i c&#225;c ngu&#7891;n d&#7919; li&#7879;u nh&#432; CRM, website analytics hay h&#7879; th&#7889;ng qu&#7843;ng c&#225;o</strong> &#273;&#7875; theo d&#245;i h&#224;nh vi ng&#432;&#7901;i d&#249;ng theo th&#7901;i gian th&#7921;c. T&#7915; &#273;&#243;, h&#7879; th&#7889;ng c&#243; th&#7875; ph&#225;t hi&#7879;n c&#225;c pattern quan tr&#7885;ng nh&#432; nh&#243;m kh&#225;ch h&#224;ng c&#243; kh&#7843; n&#259;ng chuy&#7875;n &#273;&#7893;i cao, &#273;i&#7875;m r&#417;i c&#7911;a h&#224;nh vi mua h&#224;ng ho&#7863;c nh&#7919;ng b&#432;&#7899;c trong funnel &#273;ang g&#226;y th&#7845;t tho&#225;t kh&#225;ch h&#224;ng.</p><p>Nh&#7901; v&#7853;y, marketer kh&#244;ng ch&#7881; c&#243; d&#7919; li&#7879;u m&#224; c&#242;n c&#243; <strong>nh&#7919;ng g&#7907;i &#253; h&#224;nh &#273;&#7897;ng c&#7909; th&#7875;</strong> &#273;&#7875; t&#7889;i &#432;u chi&#7871;n d&#7883;ch.</p><ul><li><p><strong>S&#225;ng t&#7841;o n&#7897;i dung</strong></p></li></ul><p>Thay v&#236; ch&#7881; vi&#7871;t m&#7897;t b&#224;i post hay m&#7897;t &#273;o&#7841;n qu&#7843;ng c&#225;o theo prompt, AI Agent c&#243; th&#7875; <strong>t&#7921; th&#7921;c hi&#7879;n c&#7843; quy tr&#236;nh s&#7843;n xu&#7845;t n&#7897;i dung</strong>, t&#7915; nghi&#234;n c&#7913;u ch&#7911; &#273;&#7873;, ph&#226;n t&#237;ch xu h&#432;&#7899;ng, x&#226;y d&#7921;ng outline cho &#273;&#7871;n t&#7841;o n&#7897;i dung ph&#249; h&#7907;p v&#7899;i t&#7915;ng k&#234;nh nh&#432; social media, email hay blog.</p><p>Trong m&#7897;t s&#7889; tr&#432;&#7901;ng h&#7907;p, h&#7879; th&#7889;ng c&#242;n c&#243; th&#7875; <strong>theo d&#245;i hi&#7879;u qu&#7843; c&#7911;a t&#7915;ng n&#7897;i dung sau khi &#273;&#259;ng</strong>, t&#7915; &#273;&#243; t&#7921; &#273;i&#7873;u ch&#7881;nh c&#225;ch vi&#7871;t ho&#7863;c format n&#7897;i dung cho nh&#7919;ng l&#7847;n xu&#7845;t b&#7843;n ti&#7871;p theo. &#272;i&#7873;u n&#224;y gi&#250;p doanh nghi&#7879;p x&#226;y d&#7921;ng <strong>m&#7897;t quy tr&#236;nh s&#7843;n xu&#7845;t n&#7897;i dung b&#225;n t&#7921; &#273;&#7897;ng</strong> v&#7899;i t&#7889;c &#273;&#7897; v&#224; quy m&#244; l&#7899;n h&#417;n r&#7845;t nhi&#7873;u so v&#7899;i tr&#432;&#7899;c &#273;&#226;y.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rTcq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rTcq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 424w, https://substackcdn.com/image/fetch/$s_!rTcq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 848w, 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:808,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rTcq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 424w, https://substackcdn.com/image/fetch/$s_!rTcq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 848w, https://substackcdn.com/image/fetch/$s_!rTcq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 1272w, https://substackcdn.com/image/fetch/$s_!rTcq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85898f8f-7f1c-4f29-bb67-2e282fb50c76_1600x888.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>B&#7841;n c&#243; th&#7875; t&#236;m hi&#7875;u k&#7929; h&#417;n v&#7873; c&#225;ch s&#7917; d&#7909;ng AI v&#224;o c&#225;c quy tr&#236;nh marketing v&#7899;i kh&#243;a h&#7885;c AI Professional Program t&#7841;i &#273;&#226;y. </p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=event-new-year-masterclass&amp;utm_content=recap-event&amp;utm_product=ai-program&quot;,&quot;text&quot;:&quot;Tham kh&#7843;o chi ti&#7871;t&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=event-new-year-masterclass&amp;utm_content=recap-event&amp;utm_product=ai-program"><span>Tham kh&#7843;o chi ti&#7871;t</span></a></p><ul><li><p><strong>T&#7889;i &#432;u ph&#226;n b&#7893; ng&#226;n s&#225;ch qu&#7843;ng c&#225;o &#273;a k&#234;nh</strong></p></li></ul><p>Trong b&#7889;i c&#7843;nh doanh nghi&#7879;p ch&#7841;y qu&#7843;ng c&#225;o tr&#234;n nhi&#7873;u k&#234;nh nh&#432; Google, Meta, TikTok hay c&#225;c n&#7873;n t&#7843;ng e-commerce, vi&#7879;c ph&#226;n b&#7893; ng&#226;n s&#225;ch hi&#7879;u qu&#7843; th&#432;&#7901;ng &#273;&#242;i h&#7887;i marketer ph&#7843;i theo d&#245;i v&#224; &#273;i&#7873;u ch&#7881;nh li&#234;n t&#7909;c. AI Agent c&#243; th&#7875; <strong>t&#7921; &#273;&#7897;ng theo d&#245;i hi&#7879;u su&#7845;t c&#7911;a t&#7915;ng k&#234;nh, ph&#226;n t&#237;ch ch&#7881; s&#7889; chuy&#7875;n &#273;&#7893;i v&#224; &#273;&#7873; xu&#7845;t ho&#7863;c th&#7921;c hi&#7879;n &#273;i&#7873;u ch&#7881;nh ng&#226;n s&#225;ch theo th&#7901;i gian th&#7921;c</strong>.</p><p>Nh&#7901; v&#7853;y, doanh nghi&#7879;p c&#243; th&#7875; t&#7889;i &#432;u hi&#7879;u qu&#7843; qu&#7843;ng c&#225;o nhanh h&#417;n, gi&#7843;m s&#7921; ph&#7909; thu&#7897;c v&#224;o c&#225;c thao t&#225;c th&#7911; c&#244;ng v&#224; t&#7853;p trung nhi&#7873;u h&#417;n v&#224;o chi&#7871;n l&#432;&#7907;c t&#7893;ng th&#7875;.</p><h2>V&#7853;y Marketer c&#7847;n chu&#7849;n b&#7883; g&#236; &#273;&#7875; lu&#244;n &#8220;h&#7907;p th&#7901;i&#8221; (Stay Relevant)?</h2><p>Nhi&#7873;u d&#7921; b&#225;o cho th&#7845;y trong v&#224;i n&#259;m t&#7899;i, <strong>30&#8211;45% c&#225;c c&#244;ng vi&#7879;c marketing mang t&#237;nh l&#7863;p l&#7841;i s&#7869; &#273;&#432;&#7907;c t&#7921; &#273;&#7897;ng h&#243;a b&#7903;i AI</strong>. &#272;i&#7873;u n&#224;y kh&#244;ng c&#243; ngh&#297;a l&#224; vai tr&#242; c&#7911;a marketer s&#7869; bi&#7871;n m&#7845;t. Ng&#432;&#7907;c l&#7841;i, khi AI ng&#224;y c&#224;ng &#273;&#7843;m nhi&#7879;m c&#225;c t&#225;c v&#7909; v&#7853;n h&#224;nh, <strong>gi&#225; tr&#7883; c&#7911;a marketer s&#7869; chuy&#7875;n d&#7883;ch sang nh&#7919;ng n&#259;ng l&#7921;c mang t&#237;nh chi&#7871;n l&#432;&#7907;c h&#417;n</strong>.</p><p>&#272;&#7913;ng tr&#432;&#7899;c s&#7921; chuy&#7875;n d&#7883;ch &#273;&#243;, d&#432;&#7899;i &#273;&#226;y l&#224; nh&#7919;ng k&#7929; n&#259;ng quan tr&#7885;ng m&#224; m&#236;nh &#273;&#227; take note &#273;&#432;&#7907;c trong qu&#225; tr&#236;nh l&#7855;ng nghe chia s&#7867; t&#7915; c&#225;c di&#7877;n gi&#7843; trong bu&#7893;i master class:</p><ul><li><p><strong>Unlearn &amp; Relearn</strong></p></li></ul><p>Trong b&#7889;i c&#7843;nh c&#244;ng ngh&#7879; thay &#273;&#7893;i li&#234;n t&#7909;c, nh&#7919;ng ki&#7871;n th&#7913;c v&#224; c&#225;ch l&#224;m t&#7915;ng hi&#7879;u qu&#7843; trong qu&#225; kh&#7913; c&#243; th&#7875; nhanh ch&#243;ng tr&#7903; n&#234;n l&#7895;i th&#7901;i. V&#236; v&#7853;y, kh&#7843; n&#259;ng <strong>s&#7861;n s&#224;ng b&#7887; &#273;i nh&#7919;ng t&#432; duy c&#361; v&#224; li&#234;n t&#7909;c h&#7885;c h&#7887;i nh&#7919;ng c&#244;ng c&#7909;, workflow m&#7899;i</strong> s&#7869; tr&#7903; th&#224;nh y&#7871;u t&#7889; s&#7889;ng c&#242;n &#273;&#7875; marketer kh&#244;ng b&#7883; t&#7909;t l&#7841;i ph&#237;a sau.</p><ul><li><p><strong>H&#7885;c c&#225;ch l&#224;m vi&#7879;c v&#7899;i d&#7919; li&#7879;u</strong></p></li></ul><p>Khi AI ng&#224;y c&#224;ng tham gia v&#224;o qu&#225; tr&#236;nh ra quy&#7871;t &#273;&#7883;nh, marketer kh&#244;ng th&#7875; ch&#7881; d&#7921;a v&#224;o c&#7843;m t&#237;nh khi x&#226;y d&#7921;ng chi&#7871;n d&#7883;ch. Vi&#7879;c hi&#7875;u v&#224; l&#224;m vi&#7879;c v&#7899;i d&#7919; li&#7879;u s&#7869; tr&#7903; th&#224;nh k&#7929; n&#259;ng n&#7873;n t&#7843;ng. &#272;i&#7873;u n&#224;y kh&#244;ng c&#243; ngh&#297;a l&#224; ai c&#361;ng ph&#7843;i tr&#7903; th&#224;nh Data Analyst, nh&#432;ng marketer c&#7847;n bi&#7871;t <strong>&#273;&#7885;c dashboard, hi&#7875;u c&#225;c metrics quan tr&#7885;ng, ph&#226;n t&#237;ch h&#224;nh vi ng&#432;&#7901;i d&#249;ng v&#224; s&#7917; d&#7909;ng d&#7919; li&#7879;u &#273;&#7875; &#273;&#432;a ra quy&#7871;t &#273;&#7883;nh marketing</strong>.</p><ul><li><p><strong>T&#432; duy gi&#7843;i quy&#7871;t v&#7845;n &#273;&#7873; (Problem Solving)</strong></p></li></ul><p>AI c&#243; th&#7875; th&#7921;c hi&#7879;n r&#7845;t nhi&#7873;u t&#225;c v&#7909;, nh&#432;ng <strong>AI kh&#244;ng ph&#7843;i l&#224; ng&#432;&#7901;i &#273;&#7863;t ra b&#224;i to&#225;n</strong>. Gi&#225; tr&#7883; th&#7921;c s&#7921; c&#7911;a marketer n&#7857;m &#7903; kh&#7843; n&#259;ng nh&#236;n ra v&#7845;n &#273;&#7873; c&#7911;a doanh nghi&#7879;p: kh&#225;ch h&#224;ng &#273;ang g&#7863;p tr&#7903; ng&#7841;i &#7903; &#273;&#226;u trong funnel, chi&#7871;n d&#7883;ch &#273;ang th&#7845;t tho&#225;t &#7903; b&#432;&#7899;c n&#224;o, hay s&#7843;n ph&#7849;m &#273;ang thi&#7871;u &#273;i&#7873;u g&#236; &#273;&#7875; thuy&#7871;t ph&#7909;c th&#7883; tr&#432;&#7901;ng. T&#7915; &#273;&#243;, marketer m&#7899;i l&#224; ng&#432;&#7901;i <strong>thi&#7871;t k&#7871; gi&#7843;i ph&#225;p ho&#7863;c workflow &#273;&#7875; AI h&#7895; tr&#7907; th&#7921;c thi</strong>.</p><ul><li><p><strong>K&#7929; n&#259;ng c&#225; nh&#226;n h&#243;a (Personalization)</strong></p></li></ul><p>Khi n&#7897;i dung do AI t&#7841;o ra ng&#224;y c&#224;ng nhi&#7873;u, s&#7921; kh&#225;c bi&#7879;t kh&#244;ng c&#242;n n&#7857;m &#7903; vi&#7879;c &#8220;t&#7841;o n&#7897;i dung nhanh h&#417;n&#8221;, m&#224; &#7903; kh&#7843; n&#259;ng <strong>k&#7871;t n&#7889;i v&#7899;i con ng&#432;&#7901;i m&#7897;t c&#225;ch s&#226;u s&#7855;c h&#417;n</strong>. Nh&#7919;ng marketer c&#243; kh&#7843; n&#259;ng hi&#7875;u t&#226;m l&#253; kh&#225;ch h&#224;ng, x&#226;y d&#7921;ng th&#244;ng &#273;i&#7879;p mang t&#237;nh c&#225; nh&#226;n h&#243;a v&#224; t&#7841;o ra s&#7921; &#273;&#7891;ng c&#7843;m s&#7869; d&#7877; d&#224;ng n&#7893;i b&#7853;t h&#417;n trong m&#7897;t th&#7871; gi&#7899;i tr&#224;n ng&#7853;p n&#7897;i dung do AI t&#7841;o ra.</p><h2>K&#7871;t lu&#7853;n</h2><p>C&#243; m&#7897;t c&#226;u n&#243;i trong s&#7921; ki&#7879;n m&#224; m&#236;nh ngh&#297; s&#7869; c&#242;n &#273;&#432;&#7907;c nh&#7855;c l&#7841;i r&#7845;t nhi&#7873;u trong th&#7901;i gian t&#7899;i: AI s&#7869; kh&#244;ng thay th&#7871; marketer. Nh&#432;ng marketer bi&#7871;t d&#249;ng AI s&#7869; thay th&#7871; nh&#7919;ng ng&#432;&#7901;i kh&#244;ng bi&#7871;t.</p><p>Nghe c&#243; th&#7875; h&#417;i &#8220;dramatic&#8221;, nh&#432;ng trong b&#7889;i c&#7843;nh hi&#7879;n t&#7841;i, &#273;&#243; kh&#244;ng ch&#7881; l&#224; m&#7897;t c&#226;u n&#243;i truy&#7873;n c&#7843;m h&#7913;ng, m&#224; c&#242;n l&#224; m&#7897;t l&#7901;i nh&#7855;c nh&#7903; kh&#225; th&#7921;c t&#7871; cho b&#7845;t k&#7923; ai mu&#7889;n &#273;i &#273;&#432;&#7901;ng d&#224;i v&#7899;i ng&#224;nh marketing. Cu&#7897;c ch&#417;i &#273;ang d&#7847;n d&#7883;ch chuy&#7875;n sang d&#7919; li&#7879;u, c&#244;ng ngh&#7879; v&#224; kh&#7843; n&#259;ng l&#224;m vi&#7879;c c&#249;ng AI, nh&#7919;ng marketer kh&#244;ng k&#7883;p n&#226;ng c&#7845;p b&#7897; k&#7929; n&#259;ng c&#7911;a m&#236;nh r&#7845;t d&#7877; b&#7883; b&#7887; l&#7841;i ph&#237;a sau.</p><p>V&#236; v&#7853;y, n&#7871;u b&#7841;n mu&#7889;n h&#7885;c c&#225;ch &#7913;ng d&#7909;ng AI tr&#7921;c ti&#7871;p v&#224;o c&#225;c quy tr&#236;nh marketing h&#224;ng ng&#224;y, b&#7841;n c&#243; th&#7875; tham kh&#7843;o <strong><a href="http://tomorrowmarketers.org/ai-marketing-course?utm_product=ai-marketing&amp;utm_product=ai-marketing&amp;utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=event-new-year-masterclass&amp;utm_content=recap-event&amp;utm_product=ai-marketing">kh&#243;a h&#7885;c AI Marketing</a></strong><a href="http://tomorrowmarketers.org/ai-marketing-course?utm_product=ai-marketing&amp;utm_product=ai-marketing&amp;utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=event-new-year-masterclass&amp;utm_content=recap-event&amp;utm_product=ai-marketing"> </a>c&#7911;a Tomorrow Marketers AI. Ch&#432;&#417;ng tr&#236;nh gi&#250;p marketer &#7913;ng d&#7909;ng AI v&#224;o c&#225;c c&#244;ng vi&#7879;c th&#7921;c t&#7871; nh&#432; nghi&#234;n c&#7913;u th&#7883; tr&#432;&#7901;ng, s&#7843;n xu&#7845;t n&#7897;i dung hay lead nurturing, t&#7915; &#273;&#243; t&#259;ng hi&#7879;u su&#7845;t l&#224;m vi&#7879;c v&#224; x&#226;y d&#7921;ng l&#7907;i th&#7871; c&#7841;nh tranh trong k&#7927; nguy&#234;n AI.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!gotC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F161fef89-4cda-4406-926b-fdd2517ab5d4_1600x673.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!gotC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F161fef89-4cda-4406-926b-fdd2517ab5d4_1600x673.png" width="1456" height="612" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/161fef89-4cda-4406-926b-fdd2517ab5d4_1600x673.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:612,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>C&#242;n n&#7871;u b&#7841;n mu&#7889;n chu&#7849;n b&#7883; ki&#7871;n th&#7913;c v&#224; k&#7929; n&#259;ng v&#7873; AI m&#7897;t c&#225;ch b&#224;i b&#7843;n v&#224; c&#243; h&#7879; th&#7889;ng h&#417;n, b&#7841;n c&#243; th&#7875; tham kh&#7843;o <strong><a href="https://www.tomorrowmarketers.org/ai-professional-program?utm_source=substack&amp;utm_medium=bottom_banner&amp;utm_campaign=event-new-year-masterclass&amp;utm_content=recap-event&amp;utm_product=ai-program">ch&#432;&#417;ng tr&#236;nh AI Professional Program</a></strong>. Ch&#432;&#417;ng tr&#236;nh &#273;&#432;&#7907;c thi&#7871;t k&#7871; nh&#432; m&#7897;t l&#7897; tr&#236;nh t&#7915; con s&#7889; 0, d&#224;nh cho nh&#7919;ng ng&#432;&#7901;i ch&#432;a c&#243; n&#7873;n t&#7843;ng v&#7873; AI, gi&#250;p b&#7841;n hi&#7875;u c&#225;ch AI ho&#7841;t &#273;&#7897;ng, l&#224;m ch&#7911; c&#225;c c&#244;ng c&#7909; v&#224; bi&#7871;t c&#225;ch l&#224;m vi&#7879;c hi&#7879;u qu&#7843; v&#7899;i AI trong th&#7921;c t&#7871;.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!b2TC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbea4aba0-a081-4f9e-803f-97b75114ed88_1529x646.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!b2TC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbea4aba0-a081-4f9e-803f-97b75114ed88_1529x646.png" width="1456" height="615" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bea4aba0-a081-4f9e-803f-97b75114ed88_1529x646.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:615,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p></p>]]></content:encoded></item><item><title><![CDATA[Làm thế nào để xây dựng workflow thu thập dữ liệu tự động giúp phân tích khách hàng hiệu quả trên n8n? ]]></title><description><![CDATA[L&#224; m&#7897;t marketer trong giai &#273;o&#7841;n th&#7883; tr&#432;&#7901;ng c&#243; nhi&#7873;u s&#7921; thay &#273;&#7893;i, b&#7841;n th&#432;&#7901;ng thu th&#7853;p d&#7919; li&#7879;u kh&#225;ch h&#224;ng b&#7857;ng c&#225;ch n&#224;o?]]></description><link>https://analytics.tomorrowmarketers.org/p/xay-dung-workflow-thu-thap-du-lieu</link><guid isPermaLink="false">https://analytics.tomorrowmarketers.org/p/xay-dung-workflow-thu-thap-du-lieu</guid><dc:creator><![CDATA[Phạm Ngọc Tâm]]></dc:creator><pubDate>Tue, 30 Dec 2025 07:11:15 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!fy7i!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Ch&#224;o m&#7885;i ng&#432;&#7901;i,</p><p>L&#224; m&#7897;t marketer trong giai &#273;o&#7841;n th&#7883; tr&#432;&#7901;ng &#273;ang c&#243; nhi&#7873;u s&#7921; thay &#273;&#7893;i, b&#7841;n th&#432;&#7901;ng thu th&#7853;p d&#7919; li&#7879;u kh&#225;ch h&#224;ng b&#7857;ng c&#225;ch n&#224;o? Survey, ph&#7887;ng v&#7845;n nhanh, hay v&#224;o t&#7915;ng c&#7897;ng &#273;&#7891;ng &#273;&#7875; &#273;&#7885;c b&#224;i vi&#7871;t v&#224; comment r&#7891;i t&#7921; t&#7893;ng h&#7907;p l&#7841;i?</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Insight Ouch!! 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srcset="https://substackcdn.com/image/fetch/$s_!fy7i!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 424w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 848w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 1456w" sizes="100vw"><img 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srcset="https://substackcdn.com/image/fetch/$s_!fy7i!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 424w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 848w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!fy7i!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe7cfa386-778b-41c0-82fa-9c362385438d_2813x1679.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Tr&#432;&#7899;c &#273;&#226;y, m&#236;nh c&#361;ng l&#224;m nh&#432; v&#7853;y. Khi c&#7847;n research cho m&#7897;t kh&#243;a h&#7885;c m&#7899;i, m&#236;nh s&#7869; v&#224;o c&#225;c group Facebook, l&#432;&#7899;t b&#224;i, &#273;&#7885;c comment v&#224; ghi ch&#250; l&#7841;i nh&#7919;ng g&#236; m&#236;nh cho l&#224; quan tr&#7885;ng. V&#7873; l&#226;u, m&#236;nh d&#7847;n c&#7843;m th&#7845;y c&#225;ch l&#224;m n&#224;y t&#7889;n nhi&#7873;u th&#7901;i gian, d&#7877; b&#7887; s&#243;t insight v&#224; kh&#243; h&#7879; th&#7889;ng khi l&#432;&#7907;ng d&#7919; li&#7879;u b&#7855;t &#273;&#7847;u nhi&#7873;u l&#234;n.</p><p>Tuy nhi&#234;n, g&#7847;n &#273;&#226;y khi tham gia kh&#243;a h&#7885;c <a href="https://www.tomorrowmarketers.org/ai-marketing-course?utm_source=substack&amp;utm_medium=anchor_text&amp;utm_campaign=ai_marketing&amp;utm_content=scraping_data_n8n_skincare">AI Marketing</a>, m&#236;nh l&#7841;i &#273;&#432;&#7907;c khai ph&#225; ra m&#7897;t c&#225;ch l&#224;m data scraping ho&#224;n to&#224;n m&#7899;i. Thay v&#236; ph&#7843;i &#273;&#7885;c d&#7919; li&#7879;u b&#7857;ng m&#7855;t th&#432;&#7901;ng, m&#236;nh c&#243; th&#7875; x&#226;y d&#7921;ng m&#7897;t workflow tr&#234;n n8n &#273;&#7875; t&#7921; &#273;&#7897;ng thu th&#7853;p b&#224;i vi&#7871;t v&#224; comment t&#7915; c&#225;c c&#7897;ng &#273;&#7891;ng ng&#432;&#7901;i ti&#234;u d&#249;ng, sau &#273;&#243; chu&#7849;n ho&#225; d&#7919; li&#7879;u &#273;&#7875; ph&#7909;c v&#7909; cho c&#244;ng vi&#7879;c customer research.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kcb4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9945a04f-e6cb-4595-8cbf-1a36965be4ec_1183x679.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!kcb4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9945a04f-e6cb-4595-8cbf-1a36965be4ec_1183x679.png" width="1183" height="679" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9945a04f-e6cb-4595-8cbf-1a36965be4ec_1183x679.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:679,&quot;width&quot;:1183,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Trong b&#224;i vi&#7871;t n&#224;y, m&#236;nh s&#7869; chia s&#7867; chi ti&#7871;t c&#225;ch m&#236;nh &#273;&#227; s&#7917; d&#7909;ng &#273;&#7875; hi&#7875;u kh&#225;ch h&#224;ng &#273;ang quan t&#226;m v&#224; th&#7843;o lu&#7853;n g&#236;, c&#361;ng nh&#432; c&#225;ch m&#236;nh tri&#7875;n khai workflow scraping &#273;&#243; trong th&#7921;c t&#7871; v&#7899;i case study cho m&#7897;t ng&#224;nh h&#224;ng ph&#7893; bi&#7871;n nh&#432; Skincare Product nh&#233;!</p><h3><strong>B&#432;&#7899;c 1: T&#7893;ng h&#7907;p link c&#225;c group c&#7847;n scrape</strong></h3><p>Vi&#7879;c &#273;&#7847;u ti&#234;n m&#236;nh l&#224;m l&#224; list ra c&#225;c group c&#7897;ng &#273;&#7891;ng v&#224; group &#273;&#7889;i th&#7911; tr&#234;n Facebook c&#243; li&#234;n quan &#273;&#7871;n Skincare, Tips l&#224;m &#273;&#7865;p, Review m&#7929; ph&#7849;m,...</p><p>Ph&#7847;n ch&#7885;n group n&#224;y m&#236;nh l&#224;m ho&#224;n to&#224;n th&#7911; c&#244;ng v&#236; kh&#244;ng ph&#7843;i group n&#224;o c&#361;ng c&#243; th&#7843;o lu&#7853;n ch&#7845;t l&#432;&#7907;ng n&#234;n m&#236;nh c&#7847;n ch&#7885;n &#273;&#250;ng n&#417;i c&#243; nhi&#7873;u c&#226;u h&#7887;i th&#7853;t v&#224; chia s&#7867; th&#7853;t.</p><p>Trong b&#224;i demo n&#224;y, m&#236;nh t&#7841;m th&#7901;i list ra m&#7897;t v&#224;i group &#273;&#7875; test workflow, nh&#432; trong h&#236;nh d&#432;&#7899;i &#273;&#226;y.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5C2a!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5C2a!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 424w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 848w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 1272w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5C2a!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png" width="1456" height="400" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:400,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5C2a!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 424w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 848w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 1272w, https://substackcdn.com/image/fetch/$s_!5C2a!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fab153a7c-41d9-4630-999f-b8c087d2be42_1533x421.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Ngo&#224;i link group, m&#236;nh c&#242;n b&#7893; sung th&#234;m m&#7897;t v&#224;i th&#244;ng tin quan tr&#7885;ng nh&#432; th&#7901;i gian b&#7855;t &#273;&#7847;u scrape, s&#7889; l&#432;&#7907;ng b&#224;i post mu&#7889;n l&#7845;y. Hai th&#244;ng tin n&#224;y gi&#250;p m&#236;nh ki&#7875;m so&#225;t l&#432;&#7907;ng d&#7919; li&#7879;u, tr&#225;nh scrape qu&#225; nhi&#7873;u ngay t&#7915; &#273;&#7847;u.</p><p>Ngo&#224;i ra, m&#236;nh c&#243; th&#234;m m&#7897;t c&#7897;t Scrape (On/Off). Khi m&#236;nh chuy&#7875;n tr&#7841;ng th&#225;i sang Scrape, workflow s&#7869; t&#7921; &#273;&#7897;ng b&#7855;t &#273;&#7847;u ch&#7841;y.</p><h3><strong>B&#432;&#7899;c 2: Set up Apify &#273;&#7875; scraping</strong></h3><p>Sau khi c&#243; danh s&#225;ch group, m&#236;nh b&#7855;t &#273;&#7847;u k&#7871;t n&#7889;i Apify v&#7899;i n8n &#273;&#7875; scraping data.</p><p>&#7902; b&#432;&#7899;c n&#224;y, m&#236;nh s&#7917; d&#7909;ng m&#7897;t actor c&#7911;a Apify. Tr&#234;n Apify c&#243; kh&#225; nhi&#7873;u actor kh&#225;c nhau, b&#7841;n c&#243; th&#7875; search, test th&#7917; v&#224; ch&#7885;n c&#225;i ph&#249; h&#7907;p (c&#225;i n&#224;o free th&#236; c&#224;ng t&#7889;t &#128516;).</p><p>&#7902; &#273;&#226;y, m&#236;nh s&#7869; d&#249;ng Facebook Groups Scaper &#273;&#7875; scrape c&#225;c b&#224;i post v&#224; Facebook Comments Scraper &#273;&#7875; scrape comment.</p><p>M&#236;nh k&#7871;t n&#7889;i actor n&#224;y v&#224;o node HTTP Request (Social Group Posts v&#224; Scrape Comments)  trong n8n, g&#7891;m hai ph&#7847;n ch&#237;nh:</p><ul><li><p>L&#7845;y API c&#7911;a actor v&#224; g&#7855;n v&#224;o URL c&#7911;a node</p></li><li><p>S&#7917; d&#7909;ng JSON &#273;&#7875; y&#234;u c&#7847;u actor scrape t&#7915; th&#7901;i &#273;i&#7875;m n&#224;o, scrape bao nhi&#234;u b&#224;i post</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!JMbr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!JMbr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 424w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 848w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 1272w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!JMbr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png" width="531" height="850" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:850,&quot;width&quot;:531,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!JMbr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 424w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 848w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 1272w, https://substackcdn.com/image/fetch/$s_!JMbr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d390d38-b0b2-4a2e-ba7c-e2f8b33071cf_531x850.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Sau khi ch&#7841;y node, k&#7871;t qu&#7843; tr&#7843; v&#7873; s&#7869; hi&#7875;n th&#7883; ngay b&#234;n ph&#7843;i, bao g&#7891;m n&#7897;i dung b&#224;i vi&#7871;t, th&#7901;i gian &#273;&#259;ng v&#224; link post.</p><h3><strong>B&#432;&#7899;c 3: Set Webhook - K&#7871;t n&#7889;i n8n v&#7899;i Google Sheet</strong></h3><p>Ti&#7871;p theo, m&#236;nh t&#7841;o s&#7861;n m&#7897;t file Google Sheet g&#7891;m 3 tab:</p><ul><li><p>Tab Group l&#224; tab &#273;&#7875; t&#432;&#417;ng t&#225;c v&#224; c&#224;i &#273;&#7863;t cho workflow ho&#7841;t &#273;&#7897;ng.</p></li><li><p>Tab Group Post v&#224; Comment s&#7869; l&#224; n&#417;i l&#432;u d&#7919; li&#7879;u v&#224;o, v&#7899;i c&#225;c c&#7897;t nh&#432; h&#236;nh sau:</p></li></ul><blockquote><p>- Tab Group Post:</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!eWgv!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eWgv!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 424w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 848w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 1272w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!eWgv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png" width="1456" height="278" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:278,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!eWgv!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 424w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 848w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 1272w, https://substackcdn.com/image/fetch/$s_!eWgv!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde0e45e-6f7f-4a7a-a8aa-aa9820016ff5_1502x287.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><blockquote><p>- Tab Comment:</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8vMx!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8vMx!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 424w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 848w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 1272w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8vMx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png" width="1435" height="303" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:303,&quot;width&quot;:1435,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8vMx!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 424w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 848w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 1272w, https://substackcdn.com/image/fetch/$s_!8vMx!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F525f694f-2075-4b23-8df2-f7d0a1fa5809_1435x303.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Quay l&#7841;i n8n, m&#236;nh s&#7869; copy Test URL trong node Webhook, sau &#273;&#243; chuy&#7875;n sang Google Sheet, v&#224;o Extensions, ch&#7885;n Apps Script v&#224;o paste URL &#273;&#227; copy v&#224;o code &#8220;webhookurl =&#8221;. Code n&#224;y s&#7869; g&#7917;i th&#244;ng tin c&#7847;n scrape cho Webhook n8n &#273;&#7875; ch&#7841;y &#273;&#432;&#7907;c Workflow.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MWH9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MWH9!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 424w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 848w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 1272w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MWH9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png" width="1438" height="910" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/42d51896-2826-4bbd-a625-41e929094adb_1438x910.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:910,&quot;width&quot;:1438,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!MWH9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 424w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 848w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 1272w, https://substackcdn.com/image/fetch/$s_!MWH9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F42d51896-2826-4bbd-a625-41e929094adb_1438x910.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Ti&#7871;p theo, m&#236;nh chuy&#234;n sang tab Trigger v&#224; s&#7917;a l&#7841;i c&#225;c l&#7921;a ch&#7885;n nh&#432; h&#236;nh sau v&#224; b&#7845;m &#8220;Save&#8221;.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lvrN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lvrN!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 424w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 848w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 1272w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lvrN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png" width="580" height="553" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1968820b-6124-4601-a85e-3562dd4facaa_580x553.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:553,&quot;width&quot;:580,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lvrN!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 424w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 848w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 1272w, https://substackcdn.com/image/fetch/$s_!lvrN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1968820b-6124-4601-a85e-3562dd4facaa_580x553.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>T&#7915; &#273;&#226;y, m&#7895;i l&#7847;n ch&#7881;nh s&#7917;a trong tab Group, workflow s&#7869; t&#7921; &#273;&#7897;ng ch&#7841;y.</p><h3><strong>B&#432;&#7899;c 4: Th&#7917; nghi&#7879;m v&#224; s&#7917; d&#7909;ng workflow</strong></h3><p>Sau c&#225;c b&#432;&#7899;c tr&#234;n, h&#7879; th&#7889;ng &#273;&#227; g&#7847;n nh&#432; ho&#224;n thi&#7879;n. M&#236;nh s&#7869; cho ch&#7841;y test th&#7917; 1-2 group v&#7899;i s&#7889; l&#432;&#7907;ng b&#224;i vi&#7871;t nh&#7887; (kho&#7843;ng 10 b&#224;i).</p><p>Khi workflow ch&#7841;y th&#7917;, kh&#7843; n&#259;ng cao s&#7869; b&#7883; l&#7895;i &#7903; c&#225;c node Google Sheet do ch&#432;a &#273;&#432;&#7907;c update. Do &#273;&#243;, ch&#250;ng ta s&#7869; v&#224;o l&#7841;i c&#225;c node Sheet tr&#234;n n8n, l&#432;&#7899;t xu&#7889;ng ph&#7847;n Value to Update v&#224; l&#432;u l&#7841;i nh&#7919;ng g&#236; &#273;&#227; &#273;&#432;&#7907;c setup t&#7915; tr&#432;&#7899;c. Ngo&#224;i ra, thay &#273;&#7893;i ph&#7847;n Document v&#224; Sheet v&#7899;i:</p><ul><li><p>Document &#7903; &#273;&#226;y ch&#237;nh l&#224; file Google Sheet m&#236;nh v&#7915;a t&#7841;o.</p></li><li><p>Sheet &#7903; &#273;&#226;y l&#224; tab trong file &#273;&#243; (V&#237; d&#7909; v&#7899;i m&#7909;c &#8220;th&#234;m c&#225;c b&#224;i post v&#224;o tab Group Post&#8221; th&#236; Sheet s&#7869; l&#224; tab &#8220;Group Post&#8221;)</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!vHTd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!vHTd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 424w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 848w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 1272w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!vHTd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png" width="1456" height="693" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:693,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!vHTd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 424w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 848w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 1272w, https://substackcdn.com/image/fetch/$s_!vHTd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b33f038-ab3c-4392-b0c6-3f4ed66fe05e_1600x762.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Sau khi ho&#224;n t&#7845;t ch&#7881;nh s&#7917;a, m&#236;nh &#273;&#227; c&#243; th&#7875; b&#7853;t n&#250;t active l&#234;n. Khi &#273;&#243;, workflow s&#7869; v&#224;o tr&#7841;ng th&#225;i ho&#7841;t &#273;&#7897;ng. &#272;&#7875; s&#7917; d&#7909;ng workflow, m&#236;nh ch&#7881; c&#7847;n k&#237;ch ho&#7841;t c&#7897;t Scrape (On/Off) tr&#234;n Google Sheet v&#224; h&#7879; th&#7889;ng s&#7869; t&#7921; &#273;&#7897;ng scrape v&#224; tr&#7843; v&#7873; c&#225;c comment trong file Google Sheet.</p><h3><strong>T&#7841;m k&#7871;t</strong></h3><p>V&#7853;y l&#224; m&#236;nh &#273;&#227; ho&#224;n th&#224;nh xong ph&#7847;n scrape b&#224;i post v&#224; comment t&#7915; Facebook group &#273;&#7875; ph&#7909;c v&#7909; cho vi&#7879;c research &#273;&#7889;i t&#432;&#7907;ng kh&#225;ch h&#224;ng trong ng&#224;nh m&#7929; ph&#7849;m l&#224;m &#273;&#7865;p. &#7902; c&#225;c post ti&#7871;p theo, m&#236;nh s&#7869; chia s&#7867; th&#234;m v&#7873; vi&#7879;c sau khi c&#243; data th&#236; ph&#226;n t&#237;ch nh&#432; th&#7871; n&#224;o, r&#250;t insight ra sao.</p><p>B&#224;i vi&#7871;t n&#224;y h&#417;i d&#224;i m&#7897;t ch&#250;t, mong l&#224; nh&#7919;ng chia s&#7867; c&#7911;a m&#236;nh s&#7869; h&#7919;u &#237;ch v&#7899;i m&#7885;i ng&#432;&#7901;i. N&#7871;u b&#7841;n th&#7845;y n&#7897;i dung ph&#249; h&#7907;p, follow Insight Ouch! &#273;&#7875; c&#249;ng t&#236;m hi&#7875;u th&#234;m trong c&#225;c b&#224;i sau nha &#128522;</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://analytics.tomorrowmarketers.org/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Insight Ouch!! 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