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        <title>Amber Chu’s Digital Corner</title>
        <link>http://amberchu.com/</link>
        <description>Deep dives into marketing strategy, AI trends, and building products from scratch.</description>
        <lastBuildDate>Mon, 23 Feb 2026 09:50:06 GMT</lastBuildDate>
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            <title><![CDATA[WarmRaccoon:A Phased Summary of the Project]]></title>
            <link>http://amberchu.com/article/warmraccoon02</link>
            <guid>http://amberchu.com/article/warmraccoon02</guid>
            <pubDate>Tue, 20 Feb 2024 00:00:00 GMT</pubDate>
            <description><![CDATA[An honest behind-the-scenes look at building WarmRaccoon — the decisions, pivots, and lessons from each phase.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1ca7fd72dc31800c8bf1cec33965c80e"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1d17fd72dc3180569557e4c3e03c6192" data-id="1d17fd72dc3180569557e4c3e03c6192"><span><div id="1d17fd72dc3180569557e4c3e03c6192" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc3180569557e4c3e03c6192" title="WarmRaccoon: Using AI to Reconstruct the Boundaries of Knowledge Dissemination-A Phased Summary of the Project"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">WarmRaccoon: Using AI to Reconstruct the Boundaries of Knowledge Dissemination-A Phased Summary of the Project</span></span></h2><div class="notion-text notion-block-1d17fd72dc318045a7bbfef4e50fca6c">When ChatGPT ignited the generative AI revolution in November 2022, our team was already thinking about a more humane proposition: how to truly transform technological breakthroughs into inclusive value. In the smoke of the Russian-Ukrainian war, we have witnessed the dilemma of knowledge dissemination in war-torn areas-this is not only a geographical barrier, but also a multiple barrier constructed by language, media form, and technology threshold. It is this kind of thinking that gave birth to the &quot;warm Raccoon&quot; project: an AI video generation platform that integrates long text analysis, multi-modal content production, and intelligent compilation.</div><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1d17fd72dc3180fe8e29c664f4c48d25" data-id="1d17fd72dc3180fe8e29c664f4c48d25"><span><div id="1d17fd72dc3180fe8e29c664f4c48d25" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc3180fe8e29c664f4c48d25" title="Technical hard work: from proof of concept to full-stack breakthrough (2022.11-2023.11)"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">Technical hard work: from proof of concept to full-stack breakthrough (2022.11-2023.11)</span></span></h3><div class="notion-text notion-block-1d17fd72dc3180bb87b4f4320c5e3c6f">We chose one of the most challenging technology paths-to build an end-to-end intelligent video production pipeline. This not only requires overcoming core technologies such as natural language processing, speech synthesis, and cross-modal matching, but also realizes industrial-grade engineering integration.：</div><ol start="1" class="notion-list notion-list-numbered notion-block-1d17fd72dc31804599d5e80d9fd3589f" style="list-style-type:decimal"><li>The self-developed multi-modal content production engine compresses the traditional workflow that requires 8 professional positions (book summary, content editing, translation, dubbing, video editing, rendering, proofreading timeline, and platform operation) to minute-level processing.</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1d17fd72dc31808db5eaf27d55697a97" style="list-style-type:decimal"><li>Innovative development of dynamic frame rate adjustment algorithm to perfectly solve the problem of speech speed and picture synchronization in multilingual versions</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1d17fd72dc31804f9e65c2be22d8f5b6" style="list-style-type:decimal"><li>Build a distributed rendering architecture to increase the efficiency of high-definition video generation by 300% compared with traditional tools, and the compression rate maintains the industry-leading image quality.</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1d17fd72dc3180608372f63423eb55e6" data-id="1d17fd72dc3180608372f63423eb55e6"><span><div id="1d17fd72dc3180608372f63423eb55e6" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc3180608372f63423eb55e6" title="Product iteration: from functional stacking to ecological co-construction (2023.4-2024.1)"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">Product iteration: from functional stacking to ecological co-construction (2023.4-2024.1)</span></span></h3><div class="notion-text notion-block-1d17fd72dc31806dbc6bca7197963c68">After the project was officially launched in April 2023, we have always practiced the product philosophy of &quot;running fast in small steps and continuing to evolve&quot;.：</div><ol start="1" class="notion-list notion-list-numbered notion-block-1d17fd72dc31809ba35cf0d123bc4dd4" style="list-style-type:decimal"><li>-In August, the first full-process video was released. Although it was young, it verified the feasibility of the core path.
</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1d17fd72dc3180c0ae5ff90523a4a3d7" style="list-style-type:decimal"><li>-In November, the full-featured closed loop was completed, and the ability to generate versions in more than 30 languages was realized simultaneously.
</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1d17fd72dc318041bfacea7e8003960a" style="list-style-type:decimal"><li>-Found key needs in user co-creation, reconstructed 11 discrete functional modules into a visualization workbench.
</li></ol><ol start="4" class="notion-list notion-list-numbered notion-block-1d17fd72dc31802da2edce741865b53c" style="list-style-type:decimal"><li>-Develop an intelligent storyboard system that supports real-time two-way conversion of mind maps and video scripts.</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1d17fd72dc31800b8d13ed7d8dfeddd0" data-id="1d17fd72dc31800b8d13ed7d8dfeddd0"><span><div id="1d17fd72dc31800b8d13ed7d8dfeddd0" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc31800b8d13ed7d8dfeddd0" title="Strategic upgrade: from technology verification to value creation (2024.1 to present)"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">Strategic upgrade: from technology verification to value creation (2024.1 to present)</span></span></h3><div class="notion-text notion-block-1d17fd72dc3180c09fb3d8acfb49f29b">Faced with the results of the video visualization of the complete knowledge of 52 books that have been achieved, we have made important strategic choices.：</div><ol start="1" class="notion-list notion-list-numbered notion-block-1d17fd72dc318040ab8eea622e38cfba" style="list-style-type:decimal"><li>Take the initiative to suspend the output of its own content and turn to building a creator empowerment system</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1d17fd72dc31805993bcc82629bdd72c" style="list-style-type:decimal"><li>Launched the industry&#x27;s first open AI collaborative creation tool to support access by external content creators</li></ol><div class="notion-blank notion-block-1d17fd72dc318026a519d68cb43503b5"> </div><div class="notion-text notion-block-1d17fd72dc31809ea4b9f3564b7e23b9"><b>Looking to the future, we will focus on two major directions：</b></div><ol start="1" class="notion-list notion-list-numbered notion-block-1d17fd72dc3180eb9d9be092be277197" style="list-style-type:decimal"><li>Build a decentralized content verification system to solve the copyright pain points of AI-generated works</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1d17fd72dc3180f692aeddd19c30f874" style="list-style-type:decimal"><li>Marketing of integrated tools</li></ol><div class="notion-blank notion-block-1d17fd72dc3180ee920be084a0f88e95"> </div><div class="notion-text notion-block-1d17fd72dc31802da1c9f88466777ede">This journey to warm the world with technology has just set sail. We believe that when knowledge breaks through all tangible and intangible boundaries and flows freely, human civilization will burst out with unprecedented creativity. The warm raccoon team is transforming this belief into every code, every frame of the picture, and every innovation breakthrough.</div></main></div>]]></content:encoded>
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            <title><![CDATA[Little Red Book Operations Guide:Super-Comment Operations System]]></title>
            <link>http://amberchu.com/article/LRB0017</link>
            <guid>http://amberchu.com/article/LRB0017</guid>
            <pubDate>Wed, 06 Mar 2024 00:00:00 GMT</pubDate>
            <description><![CDATA[A systematic approach to managing and leveraging comments on Xiaohongshu to drive engagement and trust.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1ca7fd72dc3180e3a739c61353afd354"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1cb7fd72dc3180dab1b9f181b6a8938f" data-id="1cb7fd72dc3180dab1b9f181b6a8938f"><span><div id="1cb7fd72dc3180dab1b9f181b6a8938f" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180dab1b9f181b6a8938f" title="Little Red Book Super-Comment Operations System: Creating High-Conversion Comment Sections in 6 Golden Hours"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">Little Red Book Super-Comment Operations System: Creating High-Conversion Comment Sections in 6 Golden Hours</span></span></h2><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc31802f869fe0b983495471" data-id="1cb7fd72dc31802f869fe0b983495471"><span><div id="1cb7fd72dc31802f869fe0b983495471" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31802f869fe0b983495471" title="I. Fundamental Logic: Secondary Traffic Value of Comment Sections"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">I. Fundamental Logic: Secondary Traffic Value of Comment Sections</span></span></h3><div class="notion-text notion-block-1cb7fd72dc3180808e4ae9c977413f56"><b>Data Shows</b>: Quality comment sections can increase note engagement rates by 40% and product conversion rates by 18%. Comment operations are essentially reconstructing user education scenarios, achieving a complete seeding loop through three progressive layers:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e3b00de52970e206a2" style="list-style-type:decimal"><li>Demand awakening (0-1h)</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f78cf7eea23d7abd19" style="list-style-type:decimal"><li>Trust building (1-3h)</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318023a366fd579ba012a0" style="list-style-type:decimal"><li>Scenario association (3-6h)</li></ol><div class="notion-text notion-block-1cb7fd72dc31804f9235f9884cbd3f1e"><b>Tool Matrix Configuration</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31801c8e87f65e590719b1" style="list-style-type:decimal"><li>Data monitoring: Huitun Data + Qiangua Comment Analysis</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318089bf9bf4323973dbb9" style="list-style-type:decimal"><li>Account matrix: 3 regular user accounts + 1 expert account + official customer service account</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180099329e84bedb2729d" style="list-style-type:decimal"><li>Material library: Establish &quot;super-comment script library&quot; with real-time updates</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc31800b8522e83d592e32eb" data-id="1cb7fd72dc31800b8522e83d592e32eb"><span><div id="1cb7fd72dc31800b8522e83d592e32eb" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31800b8522e83d592e32eb" title="II. Golden 6-Hour Execution Process"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">II. Golden 6-Hour Execution Process</span></span></h3><div class="notion-text notion-block-1cb7fd72dc31806db293f51344bab9ec"><b>STEP 1: 0-1h Demand Awakening Period</b></div><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180e2a816ec38715592b6"><li><b>Secondary account pre-planted script templates</b>:
&quot;Need the link! Is this the same as XX brand?&quot;
&quot;Waiting for feedback, will this cause breakouts on oily acne-prone skin?&quot;
(Note: Embed product core selling point keywords)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31804e90f3f37d658bfead"><li><b>Execution standards</b>:</li></ul><table class="notion-simple-table notion-block-1cb7fd72dc3180c5868fea7b822e630f"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180c79407c68da826ddde"><td class="" style="width:120px"><div class="notion-simple-table-cell">Note Type</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Pre-planting Density</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Elimination Criteria</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180e088dfc5c8efc8e0fc"><td class="" style="width:120px"><div class="notion-simple-table-cell">Single product recommendation</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">3 comments/hour</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">No natural follow-up comments within 30 minutes</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180ae99e1c1c0c3059fba"><td class="" style="width:120px"><div class="notion-simple-table-cell">Collection review</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">5 comments/hour</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Less than 10 likes within 1 hour</div></td></tr></tbody></table><div class="notion-text notion-block-1cb7fd72dc3180a79249e3280aa1d188"><b>Case Example</b>: Yoga pants note with pre-planted comment &quot;Is this from the same factory as Lululemon? Does it have the same hip-contouring effect?&quot;, triggering 23 genuine inquiries within 1 hour, laying groundwork for subsequent conversions.</div><div class="notion-text notion-block-1cb7fd72dc3180a49ffcfc986d9bd33e"><b>STEP 2: 1-3h Trust Building Period</b></div><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180cf8e9ed89c5a774816"><li><b>Expert account intervention formula</b>:
Usage experience + Professional endorsement + Scenario association
&quot;As a fitness instructor who has tested this: The support is indeed close to Lululemon, but at only 1/3 the price! Especially suitable for squat non-slip, already recommended to my members&quot;</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180a5837dfed79c2d27c4"><li><b>Pinned comment standards</b>:</li><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180a5837dfed79c2d27c4"><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180719e2ad8d935fa230a" style="list-style-type:decimal"><li>Contains 3 long-tail keywords (e.g.: peach booty/non-slip/high elasticity)</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180eebcedfe5c2fdbb97f" style="list-style-type:decimal"><li>Includes 2 relevant topic tags</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318052b568f50c5d1a2df8" style="list-style-type:decimal"><li>Embeds verifiable information (test reports/ingredient list screenshots)</li></ol></ul></ul><div class="notion-text notion-block-1cb7fd72dc3180d0917ffc8403323cf5"><b>Data Verification</b>: Pinned comments increase product click rates by 57%, especially pinned content with comparison images, which has a 32% higher completion rate than ordinary notes.</div><div class="notion-text notion-block-1cb7fd72dc318083b55cdd1667e6405a"><b>STEP 3: 3-6h Scenario Association Period</b></div><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180af9028f7c726681f2c"><li><b>Scenario guidance strategy</b>:</li><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180af9028f7c726681f2c"><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31801fa3aae0eebb4cdbf8" style="list-style-type:decimal"><li>Raise controversial topics: &quot;Will it be considered too revealing if worn in the office?&quot;</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180de9db0da5260361f70" style="list-style-type:decimal"><li>Create usage scenarios: &quot;Was asked for this link 10 times while wearing it camping&quot;</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318038be18e584ad7cf041" style="list-style-type:decimal"><li>Stimulate UGC creation: &quot;Share your slimming outfit combinations, 3 people will win the same item&quot;</li></ol></ul></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180358e20d075798e7300"><li><b>Script design techniques</b>:</li></ul><table class="notion-simple-table notion-block-1cb7fd72dc3180d2b6c3f2dd506159d9"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180daa845e3f742901559"><td class="" style="width:120px"><div class="notion-simple-table-cell">Type</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Example</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31802380c8e8fffa56274e"><td class="" style="width:120px"><div class="notion-simple-table-cell">Pain point</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;Perfect for pear-shaped figures! Fits waist sizes 63-88cm&quot;</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180079edede53bb77f9f6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Data-driven</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;No pilling after 30 stretches, see test report in image 3&quot;</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180518490dac5d0aee9a6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Scenario</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;Walked 20,000 steps at Disneyland with no pressure&quot;</div></td></tr></tbody></table><div class="notion-text notion-block-1cb7fd72dc3180efb452c36efba90eaa"><b>Case Reference</b>: A sun protection clothing note generated 215% surge in related searches through &quot;military training scenario&quot; discussions, with a single comment leading to 83 transactions.</div><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180c39280cca1a03838ad" data-id="1cb7fd72dc3180c39280cca1a03838ad"><span><div id="1cb7fd72dc3180c39280cca1a03838ad" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180c39280cca1a03838ad" title="III. Risk Hedging Mechanism"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">III. Risk Hedging Mechanism</span></span></h3><div class="notion-text notion-block-1cb7fd72dc318096b0c3d0772bbb17d8"><b>Three-tier Review System</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180de84caf1b9fa69ffb7" style="list-style-type:decimal"><li><b>Sensitive word filtering</b>: Establish &quot;medical/absolute wording&quot; blocking library</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180559bf7dbe27b4fb8fd" style="list-style-type:decimal"><li><b>IP defense mechanism</b>: Different accounts use independent IP logins</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180eabb87ec0033c666bb" style="list-style-type:decimal"><li><b>Script iteration cycle</b>: Update 20% of script templates weekly</li></ol><div class="notion-text notion-block-1cb7fd72dc3180ffa72ae7e07973e0cd"><b>Data Monitoring Dashboard</b>:</div><table class="notion-simple-table notion-block-1cb7fd72dc31805d81e2f9071dac8bc8"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180b3a0bde44224e8ebd1"><td class="" style="width:120px"><div class="notion-simple-table-cell">Indicator</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Healthy Value</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Warning Line</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Response Measures</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180d79194fb240669c285"><td class="" style="width:120px"><div class="notion-simple-table-cell">Super-comment survival rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥85%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&lt;70%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Immediately activate B-version scripts</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318053b6d0d37029070469"><td class="" style="width:120px"><div class="notion-simple-table-cell">User follow-up comment rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥1:3</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&lt;1:5</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Increase scenario-based comments</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31803782f7fc573c372072"><td class="" style="width:120px"><div class="notion-simple-table-cell">Conversion contribution rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥15%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&lt;10%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Optimize pinned comment embedding points</div></td></tr></tbody></table><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180bfad7acaf0e8b690a9" data-id="1cb7fd72dc3180bfad7acaf0e8b690a9"><span><div id="1cb7fd72dc3180bfad7acaf0e8b690a9" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180bfad7acaf0e8b690a9" title="IV. Advanced Monetization Combinations"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">IV. Advanced Monetization Combinations</span></span></h3><div class="notion-text notion-block-1cb7fd72dc3180d09cd5c7075fa2de9a"><b>Private Domain Accumulation Model</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180b29dcce1e2db44149c" style="list-style-type:decimal"><li>Package card script: &quot;Share image in comments @me, get ¥20 off next purchase&quot;</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f9813bc1d398393708" style="list-style-type:decimal"><li>After-sales follow-up hook: &quot;Dedicated customer service answering outfit questions 24h&quot;</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31807d989ee8e597c90772" style="list-style-type:decimal"><li>Community layer operations:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc31807d989ee8e597c90772" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31808f87cdc1770b38011a"><li>New customer group: 1 scenario outfit daily</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180d7bc4dcda6aeff6e4a"><li>Repurchase group: 2 clearance livestreams weekly</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180a6a274f7eedc22c348"><li>KOC group: 1 new product internal testing monthly</li></ul></ol></ol><div class="notion-blank notion-block-1cb7fd72dc3180ceacb7f4d67030e430"> </div><div class="notion-text notion-block-1cb7fd72dc31809baf90e405b1e7945e"><b>Data Results</b>: A women&#x27;s clothing account using this system increased comment conversion rate from 6.7% to 19.3% in 3 months, with repurchase rate rising to 41%.</div><div class="notion-blank notion-block-1cb7fd72dc31800196f1d4b3e4df34d4"> </div><div class="notion-text notion-block-1cb7fd72dc318065989bd42245a5eb3c">By precisely controlling comment rhythm and combining data-driven operation methods, the commercial value of a single note can increase 3-5 times. The key is establishing strong associations between comment content and product scenarios, transforming users from &quot;spectators&quot; to &quot;participants,&quot; and ultimately into &quot;disseminators.&quot;</div></main></div>]]></content:encoded>
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            <title><![CDATA[Little Red Book Operations Guide: SPU Precise Matching]]></title>
            <link>http://amberchu.com/article/LRB0018</link>
            <guid>http://amberchu.com/article/LRB0018</guid>
            <pubDate>Mon, 01 Apr 2024 00:00:00 GMT</pubDate>
            <description><![CDATA[How to use SPU-level product data and ChatGPT to improve targeting precision and boost conversion on Little Red Book.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1ca7fd72dc3180c48284fcdc532cfe63"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1cb7fd72dc31808084fbf73f1c897960" data-id="1cb7fd72dc31808084fbf73f1c897960"><span><div id="1cb7fd72dc31808084fbf73f1c897960" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31808084fbf73f1c897960" title="SPU Precise Matching Practical Guide: Three Steps to Create User &quot;Wow Points&quot; for Conversion"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">SPU Precise Matching Practical Guide: Three Steps to Create User &quot;Wow Points&quot; for Conversion</span></span></h2><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc318021b98ff3c4115d5753" data-id="1cb7fd72dc318021b98ff3c4115d5753"><span><div id="1cb7fd72dc318021b98ff3c4115d5753" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc318021b98ff3c4115d5753" title="I. SPU Operations Fundamental Logic"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">I. SPU Operations Fundamental Logic</span></span></h3><div class="notion-text notion-block-1cb7fd72dc31801b8617c96c961518c2"><b>SPU (Standard Product Unit) Essence</b>: The smallest unit of product information aggregation, carrying precise matching between user needs and product value. According to search data, optimizing SPU can increase product page conversion rates by 32%-58%</div><div class="notion-text notion-block-1cb7fd72dc31808a898accd3d716cc68"><b>Key Success Factors</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318028a012f090dc68a6c9" style="list-style-type:decimal"><li>Demand granularity: Subdivided to &quot;scenario × audience × pain point&quot; three-level dimensions</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180a4a33ee4bf07f6a061" style="list-style-type:decimal"><li>Selling point adaptability: Strong correlation with user decision path</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180bf865fe619f420b6b9" style="list-style-type:decimal"><li>Data verification rate: AB testing sample size ≥3000 impressions</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc31804cb723e9e654777689" data-id="1cb7fd72dc31804cb723e9e654777689"><span><div id="1cb7fd72dc31804cb723e9e654777689" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31804cb723e9e654777689" title="II. Demand Decoding: Scenario Demand Fission Model"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">II. Demand Decoding: Scenario Demand Fission Model</span></span></h3><div class="notion-text notion-block-1cb7fd72dc31805eaf7cf624bfbeba56"><b>Tool Configuration</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318024ba6dc8416e2bc86d" style="list-style-type:decimal"><li>5118 demand map → ChatGPT scenario expansion → Huitun data heat verification</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31805a8ff1f43bd6df3df9" style="list-style-type:decimal"><li>Sun protection clothing 17 scenario demand list:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc31805a8ff1f43bd6df3df9" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180a58b2ae214603cc2a5"><li>Commuting cycling dust protection version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31807e99b3d9310460dfc2"><li>Pregnancy adjustable waistband version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180b8a845e9d3b34b8bfb"><li>Military training sun protection wear-resistant version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318029a4ede5a2c53f6c0d"><li>Plateau hiking UV protection version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180ffae84f5afbe496a10"><li>Fishing sun protection quick-dry version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31807d825dc99eb7e2f7c4"><li>Office air-conditioned room shawl version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31808197bef9cf43335aa8"><li>Children&#x27;s outdoor mosquito protection version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180eabd2ffe6f31fef89a"><li>Sensitive skin non-irritating sun protection version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318098a154f9ef48e6430e"><li>Motorcycle riding hooded version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31805d82e3f0c5b1c6ba4b"><li>Beach photography ribbon version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31803aadd7ed7d6b37e4c0"><li>Yoga wear body-shaping version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180aaabe7e802793d4e32"><li>Business sun protection shirt version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31804db89ff6f2db2085fa"><li>Camping water-resistant poncho version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31806cbd96d4339a6e6a2e"><li>Running breathable cooling version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180dd98adeaf09fd49891"><li>Fishing sun protection gloves version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318057af19f36a9a73821f"><li>Mask-skin repair version</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318039b83ed752b89073f3"><li>Post-surgery recovery physical sun protection version</li></ul></ol></ol><div class="notion-text notion-block-1cb7fd72dc3180ff9816c3d96c4e624a"><b>Execution Steps</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180d4ada7c542efe75e15" style="list-style-type:decimal"><li>Input core keyword &quot;sun protection clothing&quot; into 5118 demand map</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180ea8703cf7dae3aff03" style="list-style-type:decimal"><li>Filter long-tail keywords with monthly search volume &gt;500 (such as &quot;fishing sun protection clothing&quot;)</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e58234edfcccebbd6f" style="list-style-type:decimal"><li>Use GPT instruction: &quot;Based on outdoor scenarios, expand 20 subdivided needs for sun protection clothing&quot;</li></ol><ol start="4" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180639990ecd2d73d8b4d" style="list-style-type:decimal"><li>Filtering criteria: CPE &lt;1.2 yuan and competition intensity &lt;0.3</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc31802aa43fe4cdea58931f" data-id="1cb7fd72dc31802aa43fe4cdea58931f"><span><div id="1cb7fd72dc31802aa43fe4cdea58931f" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31802aa43fe4cdea58931f" title="III. Competitor Analysis: Extracting Best-selling Product DNA"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">III. Competitor Analysis: Extracting Best-selling Product DNA</span></span></h3><div class="notion-text notion-block-1cb7fd72dc31803c8ff5c828f96f6ec0"><b>Houyi Collector Operation Process</b>:
Collect TOP100 sun protection clothing notes</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318008a7c6ca2d214392da" style="list-style-type:decimal"><li>Set collection rules: title/likes/comment keywords</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318074bfe1e4e4e5c77d40" style="list-style-type:decimal"><li>Configure pagination parameters: scroll loading + paginator dual guarantee</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180c98a9be8b7bcc595ca" style="list-style-type:decimal"><li>Data cleaning: filter advertising notes/low-quality fake comments</li></ol><div class="notion-text notion-block-1cb7fd72dc3180e9a07edec9a34566d7">Core selling point extraction (N=8)</div><table class="notion-simple-table notion-block-1cb7fd72dc31808b8a52e57ffbf5091b"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc318032a43fe8247feb44e1"><td class="" style="width:120px"><div class="notion-simple-table-cell">Selling Point Type</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Frequency</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Price Premium</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318090b632db9500ea9a57"><td class="" style="width:120px"><div class="notion-simple-table-cell">Cooling technology</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">89%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+59 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31800eb90dee792a32cf96"><td class="" style="width:120px"><div class="notion-simple-table-cell">Body-shaping cut</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">76%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+39 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31803ab120fa0948eb845b"><td class="" style="width:120px"><div class="notion-simple-table-cell">Water-resistant craftsmanship</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">68%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+49 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31808198b3c9cd54820b48"><td class="" style="width:120px"><div class="notion-simple-table-cell">UV blocking rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">92%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+29 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31809ba9b3ff9f9d44d759"><td class="" style="width:120px"><div class="notion-simple-table-cell">Breathable micropores</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">81%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+19 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31801e970fed67312c0a9d"><td class="" style="width:120px"><div class="notion-simple-table-cell">Foldable design</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">63%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+25 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318017aec3d2acd53f630c"><td class="" style="width:120px"><div class="notion-simple-table-cell">Cross-brand collaboration</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">57%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+79 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318008aa33fb250a47da52"><td class="" style="width:120px"><div class="notion-simple-table-cell">Eco-friendly material</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">48%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">+35 yuan</div></td></tr></tbody></table><div class="notion-text notion-block-1cb7fd72dc31802395fcf55f40ceea84"><b>Selling Point Combination Strategy</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318043b07bcbf56b768521" style="list-style-type:decimal"><li>Basic version: UV blocking rate + breathability (pricing anchor)</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31803d84c9dde7ddca03e4" style="list-style-type:decimal"><li>Profit version: cooling technology + body-shaping cut (premium core)</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180698e24fb8d503e2e0e" style="list-style-type:decimal"><li>Strategic version: cross-brand collaboration + eco-friendly material (brand premium)</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180f59eb1d8a9d19bdbff" data-id="1cb7fd72dc3180f59eb1d8a9d19bdbff"><span><div id="1cb7fd72dc3180f59eb1d8a9d19bdbff" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180f59eb1d8a9d19bdbff" title="IV. Combination Testing: Data-Driven Decision Making"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">IV. Combination Testing: Data-Driven Decision Making</span></span></h3><div class="notion-text notion-block-1cb7fd72dc3180a694d3d5cb29eedcee"><b>AB Testing Execution Template</b>:</div><table class="notion-simple-table notion-block-1cb7fd72dc3180c9af28d0b97dc0d1ae"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc318000b07bc2f5e4c1ecd6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Test Group</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Cover Strategy</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Title Script</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180fca546e27ad131b554"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group A</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Laboratory cooling test image</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;Black technology that reduces temperature by 3.2°C in 38°C heat&quot;</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180bd86b8ce46dfd4b9d6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group B</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Model body-shaping comparison image</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;TOP1 slimming tool for pear-shaped bodies&quot;</div></td></tr></tbody></table><div class="notion-text notion-block-1cb7fd72dc318030bcb1eb16e9d07d31"><b>Monitoring Indicator Dashboard</b>:</div><table class="notion-simple-table notion-block-1cb7fd72dc3180df85b6d44c72ea1565"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180f1833fc65b551f4dcc"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Impressions</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">CTR</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Add-to-cart Rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">CPE</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180319e60cb5afc515841"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group A</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">128,000</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">6.7%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">3.8%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">0.83 yuan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180919d69f5cb5f1f0da0"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group B</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">112,000</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">5.1%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">2.9%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">1.12 yuan</div></td></tr></tbody></table><div class="notion-text notion-block-1cb7fd72dc31802ba389cc3d51bb5955"><b>Optimization Strategy</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31800aac7de6f4c8400358" style="list-style-type:decimal"><li>When CTR difference &gt;15%, immediately increase budget for advantageous group</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f8b0addf951ad93066" style="list-style-type:decimal"><li>Iterate 10% of material elements every 24h</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318069bac8dd32d1111a4e" style="list-style-type:decimal"><li>Establish &quot;test element library&quot; for continuous optimization</li></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180d1aa5cca8c1279e549" data-id="1cb7fd72dc3180d1aa5cca8c1279e549"><span><div id="1cb7fd72dc3180d1aa5cca8c1279e549" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180d1aa5cca8c1279e549" title="V. Heat Map Diagnosis: User Behavior Visualization"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">V. Heat Map Diagnosis: User Behavior Visualization</span></span></h3><div class="notion-text notion-block-1cb7fd72dc3180f4a392d380c7962e91"><b>Baidu Heat Map Practical Application</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31804889b2c7dd8a9b55d0" style="list-style-type:decimal"><li>Configure 3 monitoring points: first screen/selling point area/conversion button</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31801c98eacb95eab3c95e" style="list-style-type:decimal"><li>Diagnostic standards:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc31801c98eacb95eab3c95e" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31800481d9d49bce5d8120"><li>Healthy value: first screen click density &gt;65%</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180f6af69db702d174083"><li>Warning line: core selling point area clicks &lt;15%</li></ul></ol></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180a9b33ceaa38a6325b7" style="list-style-type:decimal"><li>Optimization case:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180a9b33ceaa38a6325b7" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180228560f62e85445483"><li>Original page: fabric structure diagram click rate 3.2%</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180979b14edadbd676db2"><li>After optimization: added &quot;laboratory test GIF&quot; click rate increased to 7.8%</li></ul></ol></ol><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180c9896ee082874283f9" data-id="1cb7fd72dc3180c9896ee082874283f9"><span><div id="1cb7fd72dc3180c9896ee082874283f9" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180c9896ee082874283f9" title="VI. SPU Precise Matching Four-Step Method"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">VI. SPU Precise Matching Four-Step Method</span></span></h3><div class="notion-text notion-block-1cb7fd72dc3180898348e50d99aaea88"><b>Execution Path</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e09162de9d2617aa3b" style="list-style-type:decimal"><li>Demand positioning: Use 5118 to lock in &quot;fishing sun protection clothing&quot; specific scenario</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180569bebcff98acbe3f9" style="list-style-type:decimal"><li>Product reconstruction: Combine water-resistant + foldable design</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318005b07ae38bfa917966" style="list-style-type:decimal"><li>Content adaptation: Create fishing scenario tutorial videos</li></ol><ol start="4" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318077997ee5d8e4cb8cdd" style="list-style-type:decimal"><li>Traffic loop: Targeted placement in squirrelfish/lure fishing communities</li></ol><div class="notion-text notion-block-1cb7fd72dc31809cba6ed6c6983b8f77"><b>Data Dashboard Configuration</b>:</div><table class="notion-simple-table notion-block-1cb7fd72dc3180cca7d7c2cbf1a046de"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180289989e8289820100e"><td class="" style="width:120px"><div class="notion-simple-table-cell">Indicator</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Healthy Value</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Optimization Strategy</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31806eb596e2620c0132b5"><td class="" style="width:120px"><div class="notion-simple-table-cell">SPU matching degree</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥75%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Add 3 scenario keywords</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31804eb4c3d7a265454c5d"><td class="" style="width:120px"><div class="notion-simple-table-cell">Page stay duration</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥48 seconds</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Increase scenario-based videos</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31804b844eecf5447738e6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Bounce rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≤35%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Optimize first screen information density</div></td></tr></tbody></table><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1cb7fd72dc3180008a6bee78c729a027" data-id="1cb7fd72dc3180008a6bee78c729a027"><span><div id="1cb7fd72dc3180008a6bee78c729a027" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180008a6bee78c729a027" title="VII. Risk Control Mechanism"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">VII. Risk Control Mechanism</span></span></h3><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180bc807adc65cc76baeb" style="list-style-type:decimal"><li>Infringement warning: Use Rights Knight to detect material originality</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31806d887ef6966960f968" style="list-style-type:decimal"><li>Data cleaning: Eliminate abnormal clicks (&gt;3 times/IP)</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e48a90f7337ce86758" style="list-style-type:decimal"><li>Alternative plan library: Maintain 5 sets of SPU combinations for testing</li></ol><div class="notion-text notion-block-1cb7fd72dc3180acb0f2da6e0c672ab9">Through this system, an outdoor brand achieved an increase in SPU matching degree from 41% to 79% in 3 months, with average order value increasing by 68 yuan. The key is establishing a closed loop of &quot;demand insight-test verification-scale replication,&quot; and when a SPU&#x27;s CPE increases by 15% for 3 consecutive days, immediately activate iteration contingency plans.</div></main></div>]]></content:encoded>
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            <title><![CDATA[Little Red Book Operations Guide: KFS Advertising Strategy]]></title>
            <link>http://amberchu.com/article/LRB0019</link>
            <guid>http://amberchu.com/article/LRB0019</guid>
            <pubDate>Thu, 09 May 2024 00:00:00 GMT</pubDate>
            <description><![CDATA[A practical breakdown of the Keyword-Funnel-Search (KFS) framework to maximize CPC efficiency on Little Red Book.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1ca7fd72dc31800892cbcd0b9ef14c05"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><h3 class="notion-h notion-h2 notion-h-indent-0 notion-block-1cb7fd72dc31800c925af7c89581f769" data-id="1cb7fd72dc31800c925af7c89581f769"><span><div id="1cb7fd72dc31800c925af7c89581f769" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31800c925af7c89581f769" title="In-Depth Analysis of KFS Advertising Strategy: A Scientific Framework for Achieving 100,000 Impressions with a 3,000 RMB Budget"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">In-Depth Analysis of KFS Advertising Strategy: A Scientific Framework for Achieving 100,000 Impressions with a 3,000 RMB Budget</span></span></h3><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180e59770c96105a3855c" data-id="1cb7fd72dc3180e59770c96105a3855c"><span><div id="1cb7fd72dc3180e59770c96105a3855c" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180e59770c96105a3855c" title="I. Underlying Logic of the KFS Advertising Model"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">I. Underlying Logic of the KFS Advertising Model</span></span></h4><div class="notion-text notion-block-1cb7fd72dc31803c865fc915578200fa"><b>Validated Golden Ratio</b>: Based on multiple brand tests, the combination of KOL (30%) + FEEDS (50%) + SEARCH (20%) achieves an ROI of 1:4.6, a 210% increase compared to single-channel approaches. This model essentially builds a closed-loop system of <b>&quot;trust endorsement - scalable reach - precise conversion&quot;</b>:</div><div class="notion-text notion-block-1cb7fd72dc318035b8fbe3fad9bd2025">
KOL: Resolving trust issues → FEEDS: Expanding user reach → SEARCH: Capturing decision-making demand

</div><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc318029aa58feefd09235d2" data-id="1cb7fd72dc318029aa58feefd09235d2"><span><div id="1cb7fd72dc318029aa58feefd09235d2" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc318029aa58feefd09235d2" title="Three Key Success Factors"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">Three Key Success Factors</span></span></h4><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f59518fb553ce7f34b" style="list-style-type:decimal"><li><b>Budget Allocation Discipline</b>: Strictly adhere to the 3:5:2 ratio, adjusting only if deviation exceeds ±5%.</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f6b3cdc11b513fb314" style="list-style-type:decimal"><li><b>Content Integration Design</b>: FEEDS content must incorporate KOL elements.</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180bcb67aca25320c7d57" style="list-style-type:decimal"><li><b>High-Frequency Data Monitoring</b>: Refresh dashboard every 2 hours.</li></ol><hr class="notion-hr notion-block-1cb7fd72dc318034a35ddfa54131c13b"/><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc318003aae7c15b478950b3" data-id="1cb7fd72dc318003aae7c15b478950b3"><span><div id="1cb7fd72dc318003aae7c15b478950b3" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc318003aae7c15b478950b3" title="II. Deep Optimization During the Cold Start Phase"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">II. Deep Optimization During the Cold Start Phase</span></span></h4><div class="notion-text notion-block-1cb7fd72dc3180cdbf7ed729fb29f995"><b>Core Goal</b>: Achieve a click-through rate (CTR) &gt;5% and surpass 5,000 impressions threshold.</div><div class="notion-text notion-block-1cb7fd72dc3180d49ad7f3a71d733795"><b>Four-Dimensional Execution System</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318029b2d4e3e0999c1202" style="list-style-type:decimal"><li><b>KOL Selection Criteria</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc318029b2d4e3e0999c1202" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318048868ed657d945a44c"><li>Followers: 1,000-5,000 (optimal cost-effectiveness range)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31809aa501d3cc33980f6f"><li>Viral post rate &gt;15% in the past 30 days</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318006a70cdc8cc1e1cb19"><li>Audience match rate with target demographic &gt;65%</li></ul></ol></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180b596b1ebd7adfb2d98" style="list-style-type:decimal"><li><b>FEEDS Creative A/B Testing Guidelines</b>:</li></ol><table class="notion-simple-table notion-block-1cb7fd72dc3180e49b83cf66580ea224"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc31800c90dee2d3b8991973"><td class="" style="width:120px"><div class="notion-simple-table-cell">Group</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Cover Type</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Headline Strategy</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Budget</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc31800788b0e0ff5e038d59"><td class="" style="width:120px"><div class="notion-simple-table-cell">A</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Laboratory Data Comparison</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;Tested at 38°C: Lowers Temperature by 3.2°C&quot;</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">200 RMB</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180c583e9d1ae864a9da8"><td class="" style="width:120px"><div class="notion-simple-table-cell">B</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Scenario-Based Usage Display</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&quot;Ultimate Sun Protection for Fishing&quot;</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">200 RMB</div></td></tr></tbody></table><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e98d26d8b2e734f5af" style="list-style-type:decimal"><li><b>SEARCH Keyword Strategy</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180e98d26d8b2e734f5af" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31800b84b8f873b56d4308"><li><b>Core Keywords</b>: Bidding coefficient 1.2 (e.g., sun-protective clothing)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180018653d9b46da0b1bb"><li><b>Long-Tail Keywords</b>: Bidding coefficient 0.8 (e.g., sun-protective clothing for fishing/pregnant women)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180d29c33cb98489c0f93"><li><b>Negative Keywords</b>: Competing brand terms (block if budget loss &gt;15%)</li></ul></ol></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180248b7ad83be50bf81c" style="list-style-type:decimal"><li><b>Real-Time Data Monitoring Dashboard</b>:</li></ol><table class="notion-simple-table notion-block-1cb7fd72dc3180cf8ac9c12df919055f"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc31801cb1f8ca3981d97a79"><td class="" style="width:120px"><div class="notion-simple-table-cell">Metric</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Alert Threshold</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Action Plan</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180e19dbee04711720f42"><td class="" style="width:120px"><div class="notion-simple-table-cell">CTR</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&lt;4.5%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Immediately pause underperforming ads</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180818c26c19e53aacc80"><td class="" style="width:120px"><div class="notion-simple-table-cell">Cost per 1,000 Impressions (CPM)</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">&gt;25 RMB</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Adjust audience targeting</div></td></tr></tbody></table><hr class="notion-hr notion-block-1cb7fd72dc318094a607e35c9cf16eb6"/><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180e6aa81db7acf95b226" data-id="1cb7fd72dc3180e6aa81db7acf95b226"><span><div id="1cb7fd72dc3180e6aa81db7acf95b226" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180e6aa81db7acf95b226" title="III. Precision Optimization During the Growth Phase"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">III. Precision Optimization During the Growth Phase</span></span></h4><div class="notion-text notion-block-1cb7fd72dc31809c9c4ef5444cb2fbbe"><b>Core Goal</b>: Reduce Cost-Per-Click (CPC) to &lt;1.2 RMB while achieving 30,000 impressions.</div><div class="notion-text notion-block-1cb7fd72dc31804bb669eb080a2a5d3b"><b>Three-Step Optimization Strategy</b>:</div><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc31803c9949db78b81e6d23" data-id="1cb7fd72dc31803c9949db78b81e6d23"><span><div id="1cb7fd72dc31803c9949db78b81e6d23" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc31803c9949db78b81e6d23" title="1. FEEDS Long-Tail Keyword Expansion"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">1. FEEDS Long-Tail Keyword Expansion</span></span></h4><div class="notion-text notion-block-1cb7fd72dc3180539353e7ac7d567a94"><b>Intelligent Keyword Expansion via AI-Generated Content</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180ac96f6db4967203824" style="list-style-type:decimal"><li>Input seed keyword: &quot;sun-protective clothing&quot;</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180ffbafbdfc4e264cbf1" style="list-style-type:decimal"><li>Select &quot;scenario-based derivation&quot; mode</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180bf9370ca8944b76485" style="list-style-type:decimal"><li>Filter long-tail keywords with CTR &gt;3% (e.g., mosquito-proof sun-protective clothing, air-conditioning sun shawl)</li></ol><ol start="4" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180519a29efcf0b55c714" style="list-style-type:decimal"><li>Tiered bidding: Core keywords at 1.1 RMB, long-tail keywords at 0.6 RMB</li></ol><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180f4bae4c0bfa7032f9d" data-id="1cb7fd72dc3180f4bae4c0bfa7032f9d"><span><div id="1cb7fd72dc3180f4bae4c0bfa7032f9d" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180f4bae4c0bfa7032f9d" title="2. SEARCH Keyword Iteration"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">2. SEARCH Keyword Iteration</span></span></h4><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31809fbcd2dd4de113bb8c"><li>Remove low-performing keywords (CTR &lt;3%)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180c4b501ce93fec5fc3d"><li>Add scenario-based keywords (e.g., sun protection for military training, sun sleeves for driving)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318058a239de8865c47fff"><li>Include branded search terms (e.g., &quot;XX sun-protective clothing review&quot;)</li></ul><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc318093b68ac9f2e5415e49" data-id="1cb7fd72dc318093b68ac9f2e5415e49"><span><div id="1cb7fd72dc318093b68ac9f2e5415e49" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc318093b68ac9f2e5415e49" title="3. KOL Content Enhancement"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">3. KOL Content Enhancement</span></span></h4><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318047a83bf2ad9fb11631" style="list-style-type:decimal"><li>Extract the first 3 seconds of high-performing videos (pain point-first + data impact)</li></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318000871aebaa3a0aa564" style="list-style-type:decimal"><li>Embed precise scenario-based keywords (e.g., fishing/camping/commuting)</li></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318015a010c71b6b86f34b" style="list-style-type:decimal"><li>Add engagement cues like &quot;Swipe left to see results&quot;</li></ol><hr class="notion-hr notion-block-1cb7fd72dc3180a49dc2e69e2c693fd7"/><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180398740ee0dee499c1a" data-id="1cb7fd72dc3180398740ee0dee499c1a"><span><div id="1cb7fd72dc3180398740ee0dee499c1a" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180398740ee0dee499c1a" title="IV. Conversion Efficiency Boost During the Viral Phase"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">IV. Conversion Efficiency Boost During the Viral Phase</span></span></h4><div class="notion-text notion-block-1cb7fd72dc3180db946cd3f331218322"><b>Core Goal</b>: Achieve a save-to-cart rate &gt;8% and exceed 100,000 impressions.</div><div class="notion-text notion-block-1cb7fd72dc3180898833e0ea09692f56"><b>Four-Pillar Viral Strategy</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31809ba158d4c3d059e487" style="list-style-type:decimal"><li><b>Comment Section Engagement Tactics</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc31809ba158d4c3d059e487" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180b5b607cbfa608ff15a"><li>0h: Pre-insert 3 questions requesting product links</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318014a340c7dd63cc28cc"><li>3h: Pin a &quot;Class Representative Summary&quot; (highlighting core product features)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31800d8944d74776258794"><li>6h: Launch a &quot;Post Your Purchase for a Chance to Win&quot; event</li></ul></ol></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180439102ff212a2c8583" style="list-style-type:decimal"><li><b>FEEDS Audience Expansion</b>:</li></ol><table class="notion-simple-table notion-block-1cb7fd72dc318074bbc7cf3a324a062b"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc31809983a1de4f67359027"><td class="" style="width:120px"><div class="notion-simple-table-cell">Audience Type</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Expansion Strategy</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Premium</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318024a320f73a039ecb1d"><td class="" style="width:120px"><div class="notion-simple-table-cell">Core Audience</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Sun-protection product buyers</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">100%</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180f7ba9ce298d45077f7"><td class="" style="width:120px"><div class="notion-simple-table-cell">Extended Audience</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Fishing/camping enthusiasts</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">80%</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180ceac21fd82354beaa1"><td class="" style="width:120px"><div class="notion-simple-table-cell">Excluded Audience</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Visitors of competing brand stores</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">-</div></td></tr></tbody></table><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180a382b4f95b81ed5c05" style="list-style-type:decimal"><li><b>SEARCH Competitive Positioning</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180a382b4f95b81ed5c05" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180c1806ad34310eb7ba6"><li><b>Branded Keywords</b>: Dominate &quot;XX sun-protective clothing review&quot;</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180a28cb4de04908dad50"><li><b>Scenario Keywords</b>: Capture &quot;fishing sun-protection gear&quot;</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31801a8f6fff0274e42261"><li><b>Promotional Keywords</b>: Cover &quot;618 sun-protection guide&quot;</li></ul></ol></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318089bd1ff4080c23cbd1" style="list-style-type:decimal"><li><b>Content Variation for Multi-Channel Reach</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc318089bd1ff4080c23cbd1" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31803b8130cde922c9533a"><li>Extract 15-second clips from KOL content</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180c89eded1feea3778c9"><li>Standardize headlines: &quot;The Truth About This Viral Sun-Protective Clothing&quot;</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318009b688dda7d26a199c"><li>Simultaneously update product detail pages</li></ul></ol></ol><hr class="notion-hr notion-block-1cb7fd72dc3180d5883be0902def27ba"/><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180678ce8da4d7ed5f7bb" data-id="1cb7fd72dc3180678ce8da4d7ed5f7bb"><span><div id="1cb7fd72dc3180678ce8da4d7ed5f7bb" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180678ce8da4d7ed5f7bb" title="V. Four-Step Data Optimization Framework"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">V. Four-Step Data Optimization Framework</span></span></h4><div class="notion-text notion-block-1cb7fd72dc3180adb7f7c8bdf2187234"><b>Real-Time Monitoring System</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180f69394febd44e818ca" style="list-style-type:decimal"><li><b>Core Metrics Dashboard</b>:</li></ol><table class="notion-simple-table notion-block-1cb7fd72dc318006906fddce38f23fae"><tbody><tr class="notion-simple-table-row notion-block-1cb7fd72dc31803c8b4afa0a9a7d4bb6"><td class="" style="width:120px"><div class="notion-simple-table-cell">Metric</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Healthy Value</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Optimization Action</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc318052ae50d22fe7ed65a2"><td class="" style="width:120px"><div class="notion-simple-table-cell">CTR</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥5%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Add more scenario-based content</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180c2b2c1c2fb0764e2c0"><td class="" style="width:120px"><div class="notion-simple-table-cell">CPC</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≤1.2 RMB</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Narrow audience targeting</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180b089e7e8ab6dd6f2fd"><td class="" style="width:120px"><div class="notion-simple-table-cell">Add-to-Cart Rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥5%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Optimize product detail page</div></td></tr><tr class="notion-simple-table-row notion-block-1cb7fd72dc3180699e3bec6b65707492"><td class="" style="width:120px"><div class="notion-simple-table-cell">Share Rate</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">≥3%</div></td><td class="" style="width:120px"><div class="notion-simple-table-cell">Strengthen viral incentives</div></td></tr></tbody></table><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180938360c11e2c27b7aa" style="list-style-type:decimal"><li><b>Attribution Analysis Model</b>:</li></ol><div class="notion-text notion-block-1cb7fd72dc3180548880fe0e1f90492f"><b>Conversion Path Weight Allocation</b>:</div><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31806ebb2ae2ca387adfe0"><li><b>KOL Exposure</b> → 40% Weight</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31802ca80acfa346ce85b2"><li><b>FEEDS Clicks</b> → 35% Weight</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31806dacc4db5eb17b1e6c"><li><b>SEARCH Conversions</b> → 25% Weight</li></ul><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc31802aa69ac74449126d2e" style="list-style-type:decimal"><li><b>Dynamic Pricing Strategy</b>:</li></ol><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31803ea074db3c7e2eea48"><li><b>Peak Hours (20:00-22:00)</b>: Increase bids by 15%</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180fca0baceffb4c3c0c9"><li><b>Low-Performance Hours (14:00-16:00)</b>: Decrease bids by 20%</li></ul><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180be97fde1e0084578fe" style="list-style-type:decimal"><li><b>Creative Lifecycle Management</b>:</li></ol><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318071b78dc6e0f758b74e"><li><b>Days 1-3</b>: Testing phase (30% of budget)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318080a092fd0857ca4df9"><li><b>Days 4-7</b>: Scaling phase (50% of budget)</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180b5a854d1eb01b9782e"><li><b>Day 8+</b>: Decline phase (20% of budget)</li></ul><hr class="notion-hr notion-block-1cb7fd72dc3180f7923efa6413875adf"/><h4 class="notion-h notion-h3 notion-h-indent-1 notion-block-1cb7fd72dc3180948aa9c9179d069376" data-id="1cb7fd72dc3180948aa9c9179d069376"><span><div id="1cb7fd72dc3180948aa9c9179d069376" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1cb7fd72dc3180948aa9c9179d069376" title="VI. Risk Control Mechanism"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title">VI. Risk Control Mechanism</span></span></h4><div class="notion-text notion-block-1cb7fd72dc31806c916afd5cd1686789"><b>Three-Layer Defense System</b>:</div><ol start="1" class="notion-list notion-list-numbered notion-block-1cb7fd72dc318016bc46f91afcf6261f" style="list-style-type:decimal"><li><b>Budget Stop-Loss Mechanism</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc318016bc46f91afcf6261f" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180eeb746fac1c244002f"><li>If a single channel exceeds the budget by 30%, immediately pause spending.</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc3180e8a72cd913f3995ac6"><li>If hourly budget fluctuation exceeds 50%, trigger an alert.</li></ul></ol></ol><ol start="2" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180768716f8ca5a22412c" style="list-style-type:decimal"><li><b>Backup Content Pool</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180768716f8ca5a22412c" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31805d8e4af36ee9df36cf"><li>Maintain five sets of test-ready creatives at all times.</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc318067b913e3a286defaa7"><li>Build a historical archive of high-performing content.</li></ul></ol></ol><ol start="3" class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180739d30c3ef56096436" style="list-style-type:decimal"><li><b>Negative Feedback Management</b>:</li><ol class="notion-list notion-list-numbered notion-block-1cb7fd72dc3180739d30c3ef56096436" style="list-style-type:lower-alpha"><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31807ca009e3694c27910f"><li>Integrate sentiment monitoring API.</li></ul><ul class="notion-list notion-list-disc notion-block-1cb7fd72dc31801bad7cffc5424322ee"><li>Automatically remove ads with a quality score below 6.</li></ul></ol></ol><div class="notion-text notion-block-1cb7fd72dc318005ad93eea632f598c3">By implementing this framework, CPC can be stabilized at 0.9-1.1 RMB, with a CTR of ≥6%. The key lies in establishing a standardized <b>&quot;testing - scaling - conversion&quot;</b> process. If any creative’s CTR drops by 15% for three consecutive days, a backup strategy should be activated, and an attribution analysis should be conducted. It is recommended to allocate 10% of the daily budget for experimental testing to continuously refine the advertising mix.</div></main></div>]]></content:encoded>
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            <title><![CDATA[Early 2025 AI Landscape: The Rise of DeepSeek R1]]></title>
            <link>http://amberchu.com/article/deepseek2025</link>
            <guid>http://amberchu.com/article/deepseek2025</guid>
            <pubDate>Wed, 05 Feb 2025 00:00:00 GMT</pubDate>
            <description><![CDATA[How DeepSeek disrupted the AI token economy, what it signals for the industry, and what digital marketers should do next.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1ca7fd72dc3180b89416dec076aae2b9"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><div class="notion-text notion-block-1d17fd72dc318049b17ce2961115177a">
In early 2025, as artificial intelligence rapidly developed, the emergence of DeepSeek R1 attracted widespread industry attention. As an independently developed open-source large language model from China, it not only challenged the position of Western AI giants with its high performance at low cost but also quickly became a market favorite. However, amid the applause, we cannot ignore a key question: why does DeepSeek R1, despite its success, have a hallucination rate significantly higher than the industry average? Does this suggest a bias in our evaluation standards for AI tools?</div><h3 class="notion-h notion-h2 notion-h-indent-0 notion-block-1d17fd72dc31802b967ee923337519a8" data-id="1d17fd72dc31802b967ee923337519a8"><span><div id="1d17fd72dc31802b967ee923337519a8" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc31802b967ee923337519a8" title="
The Rise of DeepSeek R1"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>
The Rise of DeepSeek R1</b></span></span></h3><div class="notion-text notion-block-1d17fd72dc3180079133daf6a1b975e7">
DeepSeek R1 was officially released on January 10, 2025, followed by the open-sourcing of its model weights on January 20. This model gained user favor at a surprising speed, with the DeepSeek application climbing to the top of Apple&#x27;s App Store download chart within just one week of release, surpassing ChatGPT which had long held the top position. This rapid rise triggered significant fluctuations in the tech stock market, reportedly causing a selloff of up to $1 trillion (approximately £800 billion) in US technology stocks.</div><div class="notion-text notion-block-1d17fd72dc3180acb543d708a07fe4ad">
DeepSeek R1&#x27;s ability to attract such attention is mainly attributed to three notable characteristics:
1. <b>Cost-effectiveness</b>: DeepSeek R1&#x27;s development cost is estimated at only $5.6 million, far below OpenAI GPT-4&#x27;s estimated $100 million
2. <b>Open-source nature</b>: Released under the MIT license, allowing developers to freely use and modify it
3. <b>Performance</b>: Despite its low development cost, its performance in coding, mathematics, and science can rival leading proprietary models
However, amid this praise, an issue that cannot be ignored is DeepSeek R1&#x27;s hallucination rate, which is significantly higher than other models. </div><div class="notion-blank notion-block-1d17fd72dc3180cd800ecdf73d6cab58"> </div><div class="notion-text notion-block-1d17fd72dc3180528b49ce77764338e6">There may be several reasons for this high hallucination rate:
<b>1. &quot;Over-helpful&quot; tendency</b>: R1 tends to add information not present in the original text, even if this information might be factually correct. This &quot;benign hallucination&quot; accounts for 71.7% of R1&#x27;s hallucinations, compared to just 36.8% for V3.
<b>2. Demonstration of reasoning process</b>: R1 shows its thinking process in detail, a feature that enhances transparency but may also increase the chance of hallucinations.
<b>3. Token-based reasoning method</b>: R1 employs extensive token-based reasoning methods, with an average token count of 4717.5, far higher than other models&#x27; 191.75 to 462.39. This multi-step problem-solving process, while improving accuracy, also increases the risk of hallucinations. (This also means that for the same question, assuming equal token prices, R1 will generate 10-25 times the cost)
<b>4. Training method differences</b>: R1 used extensive reinforcement learning strategies to enhance reasoning abilities, which may inadvertently cause the model to prioritize plausibility over strict factual accuracy when generating explanations.</div><div class="notion-text notion-block-1d17fd72dc3180508507f06b6a51be13">
Despite DeepSeek R1&#x27;s excellence in certain aspects, from a practical tool perspective, its high hallucination rate makes it difficult to be the first choice as an efficiency tool.
Truly effective AI tools should be based on accuracy. When we use AI tools for research, code writing, or data analysis, incorrect information can lead to serious consequences. Imagine how dangerous it would be if you relied on an AI assistant for investment decisions, and there was a 14% chance that the data it provided was fabricated.</div><h3 class="notion-h notion-h2 notion-h-indent-0 notion-block-1d17fd72dc3180fa92fec1e53439dd27" data-id="1d17fd72dc3180fa92fec1e53439dd27"><span><div id="1d17fd72dc3180fa92fec1e53439dd27" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1d17fd72dc3180fa92fec1e53439dd27" title="
Innovation and Marketing"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>
Innovation and Marketing</b></span></span></h3><div class="notion-text notion-block-1d17fd72dc318037badfeb1b5b7557d3">
The viral popularity of DeepSeek R1 prompts a profound consideration: in the AI field, is innovation increasingly becoming a gimmick for secondary propagation, serving online marketing more than enhancing the actual value of tools?
When we strip away the marketing halo and calmly analyze the DeepSeek R1 phenomenon, we can see the following points:
1. <b>Short-term sensation vs. long-term value</b>: DeepSeek R1&#x27;s release indeed caused a sensation, leading to significant fluctuations in US technology stocks, but this short-term impact does not equate to long-term practical value.
2. <b>Two sides of open-source advantages</b>: While open-source promotes innovation and collaboration, it may also lead to insufficient quality control. Compared to closed-source models, R1 lacks strict internal quality standards and supervision.
3. <b>Misleading comparison of efficiency and accuracy</b>: Although R1 performs excellently in some benchmark tests, these tests often cannot fully reflect the accuracy requirements in actual application scenarios.
4. <b>Hidden costs of cost savings</b>: R1&#x27;s low operating cost (input token price: $0.55 per million tokens, compared to GPT-o1&#x27;s $15 per million tokens) is indeed tempting, but as previously stated, each question calls for 10-25 times more tokens than other models, so this price is not absolutely cheap. Moreover, the potential risk costs brought by accuracy gaps may far exceed these surface savings.</div></main></div>]]></content:encoded>
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            <title><![CDATA[The Secret of Conversation]]></title>
            <link>http://amberchu.com/article/CommunicationBooksSummary</link>
            <guid>http://amberchu.com/article/CommunicationBooksSummary</guid>
            <pubDate>Mon, 17 Mar 2025 00:00:00 GMT</pubDate>
            <description><![CDATA[Key frameworks from 20+ books on communication, active listening, and the art of saying the right thing at the right time.]]></description>
            <content:encoded><![CDATA[<div id="notion-article" class="mx-auto overflow-hidden "><main class="notion light-mode notion-page notion-block-1b97fd72dc3180938d73f918c0b62e02"><div class="notion-viewport"></div><div class="notion-collection-page-properties"></div><div class="notion-text notion-block-1b97fd72dc3180cbaf90db0abb263ac4">Recently, a new dialogue and chat AI application is being developed. The difference from the current dialogue-shaped AI is that this product is more anthropomorphic and can achieve the purpose of long-term companionship chat. In order to understand the key to conversation and small talk between people, how to start a talk, how to maintain a long-term talk, how to have an effective communication, how to build a relationship through communication, how to resolve misunderstandings and differences in the communication and other issues. I recently quickly browsed more than 20 books and some thesis materials. The AI book summary tool in the previous project also helped a lot, allowing me to quickly find the much-needed content in the article.</div><div class="notion-blank notion-block-1b97fd72dc318082ad91fa0437dbf39b"> </div><div class="notion-text notion-block-1b97fd72dc3180edaf93eb774bf06b5b"><b>The book list is as follows：</b></div><div class="notion-blank notion-block-1b97fd72dc3180a6a78fd1e249210604"> </div><div class="notion-text notion-block-1b97fd72dc31805ab374c60dd1a606b0">The Art of Asking - Terry J.  Fadem</div><div class="notion-text notion-block-1b97fd72dc3180e682c1e0282b858fe4">How We Talk - N.  J.  Enfield</div><div class="notion-text notion-block-1b97fd72dc318036a4cae3fea21e276c">Skill with People - Les Giblin</div><div class="notion-text notion-block-1b97fd72dc31801e9e4dd93dcca9d487">The Like Switch - Jack Schafer &amp; Marvin Karlins</div><div class="notion-text notion-block-1b97fd72dc31801f9b43f47cf507827f">How to Make People Like You in 90 Seconds or Less - Nicholas Boothman</div><div class="notion-text notion-block-1b97fd72dc31806fabb1dc8e8090b824">The Communication Book - Mikael Krogerus &amp; Roman Tschappeler</div><div class="notion-text notion-block-1b97fd72dc3180999204c52e1603a62b">The Art of Conversation - Judy Apps</div><div class="notion-text notion-block-1b97fd72dc3180b28176d3da2f9dc01f">Alone Together - Sherry Turkle</div><div class="notion-text notion-block-1b97fd72dc3180e3b1fce899af1b2b4a">The Intelligent Conversationalist - Imogen Lloyd Webber</div><div class="notion-text notion-block-1b97fd72dc3180b897e4f48d60e72194">The Science of Effective communication - Ian Tuhovsky</div><div class="notion-text notion-block-1b97fd72dc31802585f4fbc471717195">The Art of Conversation - Catherine Blyth</div><div class="notion-text notion-block-1b97fd72dc318005a7a9f6c5017f333f">Just Listen - Mark Goulston</div><div class="notion-text notion-block-1b97fd72dc318004af7ce71fbfc40148">You’re Not Listening - Kate Murphy</div><div class="notion-text notion-block-1b97fd72dc318039a794ec263eeab9d8">The Charisma Myth - Olivia Fox Cabane</div><div class="notion-text notion-block-1b97fd72dc3180599cc9caf97b2ce5be">How to Speak How to Listen - Mortimer K.  Adler</div><div class="notion-text notion-block-1b97fd72dc3180ffb39cf30ab7bb895c">How to Talk to Anyone, Anytime, Anywhere - Larry King &amp; Bill Gilbert</div><div class="notion-text notion-block-1b97fd72dc3180b58b30dd49db13cd3f">Talking to Strangers - Malcolm Gladwell</div><div class="notion-text notion-block-1b97fd72dc318018aab3f506938d20bc">Conversationally Speaking - Alan Garner</div><div class="notion-text notion-block-1b97fd72dc3180b4abdcdfeff1f43db7">The Fine Art of Small Talk - Debra Fine</div><div class="notion-text notion-block-1b97fd72dc3180c89c81c347da383997">How to Talk to Anyone - Leil Lowndes</div><div class="notion-text notion-block-1b97fd72dc3180d48aefcfd2cafcf072">Supercomunicators - Charles Duhigg</div><div class="notion-text notion-block-1b97fd72dc3180f79f10e68e6f5c5784">Reclaiming Conversation - Sherry Turkle</div><div class="notion-text notion-block-1b97fd72dc3180d1bcccd696b3d2211f">Better Small Talk - Patrick King</div><div class="notion-text notion-block-1b97fd72dc3180dd9a32de4210534066">Everyone Communicates Few Connect - John C.  Maxwell</div><div class="notion-text notion-block-1b97fd72dc31803baff3fa37c3b5b3ab">How to Talk to Anyone - Partrick King</div><div class="notion-text notion-block-1b97fd72dc3180fe95bad291af1fc4ae">The Conversation Code - Gregory Peart</div><div class="notion-blank notion-block-1b97fd72dc3180448306f842cc954bda"> </div><div class="notion-blank notion-block-1b97fd72dc3180fea65bce49299a0174"> </div><div class="notion-text notion-block-1b97fd72dc3180f8a253de0f67477ade">Although not all chat cheats have theoretical basis and practical nature, and there is a gap with the recurrence of our companion chat-based AI function, I still made a summary of the more concentrated content mentioned in these books, which may be helpful in daily life.</div><div class="notion-blank notion-block-1b97fd72dc3180378e5be7f37441e0c3"> </div><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1b97fd72dc31804b9a66e8ac39e8c33a" data-id="1b97fd72dc31804b9a66e8ac39e8c33a"><span><div id="1b97fd72dc31804b9a66e8ac39e8c33a" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31804b9a66e8ac39e8c33a" title="The key to establishing a dialogue"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>The key to establishing a dialogue</b></span></span></h2><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31803095f7f8581b4db71b" data-id="1b97fd72dc31803095f7f8581b4db71b"><span><div id="1b97fd72dc31803095f7f8581b4db71b" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31803095f7f8581b4db71b" title="Skills to start a conversation"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Skills to start a conversation</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180c7868cdf425ce138d3"><li>Show sincere interest, this is the key to starting a conversation</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318075bbc3e51ba02ea3bd"><li>Use open-ended questions to encourage the other party to share more information</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180ec9067ccb1a1d3f1c4"><li>Create a comfortable atmosphere and use relaxing topics or humor to break the ice
-Observe environmental clues and use the current situation as a starting point for dialogue</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318014ab3dce607914c5b5"><li>Show personal warmth and build a positive first impression through smiles and eye contact</li></ul><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31801fa4add2fdd8a8ab25" data-id="1b97fd72dc31801fa4add2fdd8a8ab25"><span><div id="1b97fd72dc31801fa4add2fdd8a8ab25" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31801fa4add2fdd8a8ab25" title="Establish preliminary contact"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Establish preliminary contact</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318022bffae95bff3dbd34"><li>Find common ground or share experiences, which helps build trust</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180b49783fd7cbc2d751b"><li>Use like, participate, ask questions, reveal, connect and other skills to build a rapport immediately</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180d58414de07f7b6f9f8"><li>Show authenticity and make the other party feel safe and comfortable to share ideas</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318098987cf9ab491016ff"><li>Use &quot;surprise comments&quot; or &quot;creative opening remarks&quot; to arouse curiosity</li></ul><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1b97fd72dc3180eebf62e7d0e83b7ad5" data-id="1b97fd72dc3180eebf62e7d0e83b7ad5"><span><div id="1b97fd72dc3180eebf62e7d0e83b7ad5" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc3180eebf62e7d0e83b7ad5" title="Keep a long conversation"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Keep a long conversation</b></span></span></h2><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31802488f1ee4cc09dabbc" data-id="1b97fd72dc31802488f1ee4cc09dabbc"><span><div id="1b97fd72dc31802488f1ee4cc09dabbc" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31802488f1ee4cc09dabbc" title="Active listening skills"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Active listening skills</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc31804bae22f0e22faa263c"><li>Focus on what the other party is saying and show full concentration</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318088a40fc92f1b3bb131"><li>Use reflective listening to summarize the other party&#x27;s thoughts to show understanding</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180b988dec6e242c98c40"><li>Avoid interruptions and give the other party room to fully express</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180be84a8fc495e1c7b9f"><li>Use verbal and non-verbal cues (such as nodding, maintaining eye contact) to indicate that you are actively participating</li></ul><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc3180019ac5c15cf7870065" data-id="1b97fd72dc3180019ac5c15cf7870065"><span><div id="1b97fd72dc3180019ac5c15cf7870065" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc3180019ac5c15cf7870065" title="Keep the conversation flowing"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Keep the conversation flowing</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180f9867bcfb3f03d8651"><li>Use open questions to encourage in-depth communication</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180f8a173c874f4d09259"><li>Follow up questions based on the other party&#x27;s response to show that you are listening carefully</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318013b788ec19f6c070bb"><li>Share relevant personal experiences and then redirect the conversation back to the other party</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180f1bf2bf99eb248b718"><li>Flexibly change topics and adjust the direction of the conversation according to the other party&#x27;s interests</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180f3a163c914d800c46c"><li>Use &quot;topic conversion techniques&quot; to seamlessly transition to related topics</li></ul><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc3180fd8291e172957ad11e" data-id="1b97fd72dc3180fd8291e172957ad11e"><span><div id="1b97fd72dc3180fd8291e172957ad11e" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc3180fd8291e172957ad11e" title="Emotional participation"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Emotional participation</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180cfbbb5e48dd75f2f69"><li>Identify and confirm the other party&#x27;s emotions, using expressions such as &quot;I can understand how you feel&quot;</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc31804bb83ece2d5c7e90e4"><li>Show empathy, understand and share each other&#x27;s feelings</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180fd9787e4ecacdd9672"><li>Create a safe communication environment and encourage open and sincere sharing</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180fda33ad44d50c3a8b3"><li>Use appropriate humor to maintain a relaxed atmosphere</li></ul><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1b97fd72dc31804ab302f50f092c8720" data-id="1b97fd72dc31804ab302f50f092c8720"><span><div id="1b97fd72dc31804ab302f50f092c8720" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31804ab302f50f092c8720" title="Build relationships through dialogue"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Build relationships through dialogue</b></span></span></h2><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31804c99e2f747d92dc51c" data-id="1b97fd72dc31804c99e2f747d92dc51c"><span><div id="1b97fd72dc31804c99e2f747d92dc51c" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31804c99e2f747d92dc51c" title="Build trust and intimacy"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Build trust and intimacy</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc31802c839af00258f0ac27"><li>Gradually reveal yourself and share personal information slowly over time</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180ecadb0c2a3c2c5774e"><li>Practice mutual vulnerability and share personal experiences to encourage each other to do the same</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318091b691c69efaf408e7"><li>Confirm and verify each other&#x27;s feelings and experiences</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180fca971da40d2769575"><li>Demonstrate consistency and reliability, communicate regularly and respond in a timely manner</li></ul><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31801ba32ace679198b976" data-id="1b97fd72dc31801ba32ace679198b976"><span><div id="1b97fd72dc31801ba32ace679198b976" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31801ba32ace679198b976" title="Deepen the connection"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Deepen the connection</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318012be91e8d99e84f112"><li>Explore common values and beliefs and strengthen emotional bonds</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180d9a522edf5cbf99409"><li>Use &quot;Connect Stories&quot; to share personal anecdotes related to the topic</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318057ad77f39d44529ea3"><li>Pay attention to the flow of emotions and pay attention to the emotional clues in the conversation</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180f897c4e2e4182d4c01"><li>Mention the previous conversation to show that you value each other&#x27;s thoughts</li></ul><h3 class="notion-h notion-h2 notion-h-indent-1 notion-block-1b97fd72dc31803f9554ed4cb4b9a6f1" data-id="1b97fd72dc31803f9554ed4cb4b9a6f1"><span><div id="1b97fd72dc31803f9554ed4cb4b9a6f1" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc31803f9554ed4cb4b9a6f1" title="Long-term relationship maintenance"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Long-term relationship maintenance</b></span></span></h3><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180c3a4ace3263a61c720"><li>Check regularly and express your concern through small gestures</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180b68e54ed417c0b4da0"><li>Provide support in difficult times, which can strengthen friendship</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180fd95a0f5cc420fab96"><li>Create interactive rituals, such as regular chat times or specific discussion topics</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc318035994dc3fbb7ba3726"><li>Encourage reflection and prompt the other party to think about their experiences or feelings</li></ul><h2 class="notion-h notion-h1 notion-h-indent-0 notion-block-1b97fd72dc3180a7af73ef0f40338d15" data-id="1b97fd72dc3180a7af73ef0f40338d15"><span><div id="1b97fd72dc3180a7af73ef0f40338d15" class="notion-header-anchor"></div><a class="notion-hash-link" href="#1b97fd72dc3180a7af73ef0f40338d15" title="Technology assisted communication"><svg viewBox="0 0 16 16" width="16" height="16"><path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path></svg></a><span class="notion-h-title"><b>Technology assisted communication</b></span></span></h2><ul class="notion-list notion-list-disc notion-block-1b97fd72dc31803cbc7ef9b885bd57ec"><li>Choose the right platform for dialogue and consider audience preferences</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180cfb702f148dcd7b704"><li>Use emoticons or intonation indicators to convey emotions in text communication</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc31806bac22c81d55bd60e0"><li>Balance digital communication with more personalized methods (such as telephone or face-to-face meetings)</li></ul><ul class="notion-list notion-list-disc notion-block-1b97fd72dc3180278960ed72b2aeda41"><li>Pay attention to the timing of the response to show your investment in the conversation</li></ul></main></div>]]></content:encoded>
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