[{"data":1,"prerenderedAt":183},["ShallowReactive",2],{"use-case:wechat-seo-keyword-conflict-article-analysis:en":3,"related-use-cases:wechat-seo-keyword-conflict-article-analysis:social-research:en":148},{"id":4,"title":5,"authorized":6,"body":7,"capabilities":14,"category":15,"contentStructure":16,"context":17,"conversation":18,"dataStory":19,"description":98,"evidence":99,"extension":108,"goal":109,"limitations":110,"locale":115,"meta":116,"navigation":6,"path":117,"performedAt":104,"platforms":118,"prompt":120,"published":6,"redacted":6,"relatedArticles":121,"relatedCases":122,"results":123,"screenshots":127,"seo":128,"slug":129,"sourceType":130,"stem":131,"steps":132,"tools":145,"translationKey":129,"updated":104,"__hash__":147},"useCases\u002Fuse-cases\u002Fwechat-seo-keyword-conflict-article-analysis\u002Fen.md","Measure how the latest WeChat official-account article is performing",true,{"type":8,"value":9,"toc":10},"minimark",[],{"title":11,"searchDepth":12,"depth":12,"links":13},"",2,[],[],"social-research",null,"A WeChat content team currently needs to evaluate a target article against the account's current publishing stream. The need is to see the article's native reach in recent context and identify what should be verified or improved next.",[],{"userQuestion":20,"problemToSolve":21,"answer":22,"publicDisclosure":23,"targetTitle":24,"metrics":25,"comparison":41,"decisionShift":77,"reusableSteps":87,"nextActions":93},"This WeChat article received only 4,450 reads and 35 likes. Is that good or poor for my account, and does it mean the AI-video topic is not worth continuing?","Compare the article with recent posts from the same account instead of applying an unrelated industry average, then decide whether the content direction needs to change.","Eight of the ten articles on the latest returned page had more reads than the target, placing it in the lower range of this comparison sample. One snapshot still does not prove that the AI-video topic failed, so changing the account position is premature.","The user authorized publication of the article title, native platform metrics, research process and conclusion. Account identity, profile links, contact details and other identifying information remain redacted.","你沉迷的爆款 AI 视频，原来都是这样生产的...",[26,30,33,37],{"label":27,"value":28,"note":29},"Target reads","4,450","Native platform count",{"label":31,"value":32,"note":29},"Target likes","35",{"label":34,"value":35,"note":36},"Above target","8 \u002F 10","Current comparison page",{"label":38,"value":39,"note":40},"Comparison range","693–15k","Not an industry benchmark",{"title":42,"description":43,"unit":44,"targetLabel":45,"targetValue":46,"items":47},"Target article versus recent comparison reads","Bars start at zero. Labels are the actual publish dates. The target article was published on 15 Jun 2026; the comparison sample comes from the 16–31 Aug 2026 stream.","reads","15 Jun 2026 · target",4450,[48,51,54,57,60,63,66,69,72,75],{"label":49,"value":50},"31 Aug 2026",693,{"label":52,"value":53},"30 Aug 2026",3328,{"label":55,"value":56},"29 Aug 2026",12000,{"label":58,"value":59},"28 Aug 2026",8411,{"label":61,"value":62},"26 Aug 2026",15000,{"label":64,"value":65},"21 Aug 2026",11000,{"label":67,"value":68},"19 Aug 2026",8620,{"label":70,"value":71},"18 Aug 2026",10000,{"label":73,"value":74},"17 Aug 2026",13000,{"label":76,"value":74},"16 Aug 2026",[78,81,84],{"label":79,"body":80},"Initial concern","Lower reads might mean the AI-video topic is a poor fit for the account.",{"label":82,"body":83},"What the data showed","The target was below eight of ten comparisons, while the same returned page ranged from 693 to 15,000 reads.",{"label":85,"body":86},"Revised judgment","The article is relatively low in this sample, but topic failure is unproven. More consecutive posts and additional interaction metrics are needed.",[88,89,90,91,92],"Start with a public article or account entry point.","Locate the target and choose recent posts from the same account as comparisons.","Publish the actual metrics, capture date and pagination state.","Keep account-level comparison separate from industry benchmarks.","Let the evidence revise the assumption rather than selecting evidence to support it.",[94,95,96,97],"Track the next five articles to form a real time series.","Add comments, shares or completion data before judging content quality.","Test title, cover and topic variables only if several future posts remain in the account's lower range.","Do not change the overall account positioning while the evidence remains incomplete.","A Social Signal Retrieval run that resolved the WeChat official account (account id and nickname redacted) behind an article, retrieved its latest 10 articles, and benchmarked the target article against the account baseline.",[100,105],{"title":101,"body":102,"source":103,"capturedAt":104},"Target article from the current stream","SignalDig returned appMsgId {app-msg-id} with title \"你沉迷的爆款 AI 视频，原来都是这样生产的...\" and showDesc \"阅读 4450 赞 35\" for account {account-id}.","SignalDig MCP: get_wechat_account_articles","2026-08-31",{"title":106,"body":107,"source":103,"capturedAt":104},"Current recent-page range","The latest returned page contained 10 articles with observed read counts from 693 to 15k. The account stream was fetched through repeated next_offset calls; the response remained is_end=false at the capture boundary.","md","Retrieve the current WeChat account stream, locate the target article, and provide a bounded performance comparison using native counters.",[111,112,113,114],"Comments, shares and in-feed likes were not returned (unknown, not zero); the interaction analysis covers reads and likes only.","The data is a single snapshot collected on 2026-08-31; metrics keep accumulating after collection.","The target was located in the current stream, but the retrieval was still paginated when this snapshot was recorded; no claim is made about the full historical archive.","Read count is a platform-native counter, not unique visitors or impressions.","en",{},"\u002Fuse-cases\u002Fwechat-seo-keyword-conflict-article-analysis\u002Fen",[119],"WeChat","@skill:Social Signal Retrieval https:\u002F\u002Fmp.weixin.qq.com\u002Fs\u002F{article-id}. Analyze how the latest article from this WeChat official account is performing",[],[],[124,125,126],"The target article appMsgId {app-msg-id} returned 4,450 reads and 35 likes in the 2026-08-31 snapshot.","The latest returned page included articles ranging from 693 to 15k reads, so the target is within the current account's observed recent distribution, not a platform benchmark.","The target is an AI-video production topic; topic similarity with the account's newest articles should be treated as an observation, not a causal explanation.",[],{"title":5,"description":98},"wechat-seo-keyword-conflict-article-analysis","authorized-user","use-cases\u002Fwechat-seo-keyword-conflict-article-analysis\u002Fen",[133,136,139,142],{"title":134,"body":135},"Resolve the publishing account","Extracted the raw official-account id (redacted) from the article page source, disambiguating it from a recommended-account id also present in the page.",{"title":137,"body":138},"Retrieve the article data","Called get_wechat_account_articles through the Social Data MCP server; the first call returned temporarily-unavailable, and a retry of the same logical request succeeded.",{"title":140,"body":141},"Compute the current account baseline","Retrieved the account's current article stream with get_wechat_account_articles using {account-id}. The latest returned page contained 10 articles; the complete stream remained paginated at capture time.",{"title":143,"body":144},"Benchmark the target article","Located appMsgId {app-msg-id} in the current stream: \"你沉迷的爆款 AI 视频，原来都是这样生产的...\" with 4,450 reads and 35 likes.",[146],"$research-social-signals","zfjI1UUYlSqWW_DV9O-wwc3bKHTHN13PvDAls9gso-Q",[149,153,154,158,162,168,173,178],{"slug":150,"category":15,"title":151,"description":152,"performedAt":104},"grok-for-excel-seo-signal","Assess Grok's opportunity after OpenAI limits Cursor model access","A current X research snapshot examining how OpenAI's Cursor access change may affect Grok's position in coding tools, with native post metrics and explicit coverage limits.",{"slug":129,"category":15,"title":5,"description":98,"performedAt":104},{"slug":155,"category":15,"title":156,"description":157,"performedAt":104},"xiaohongshu-account-growth-diagnosis","Diagnose why a Xiaohongshu account is underperforming and define its direction","A Social Signal Retrieval snapshot of 12 public Xiaohongshu notes, using native account counters and note-level metrics to identify the account's strongest recent topic and format signals.",{"slug":159,"category":15,"title":160,"description":161,"performedAt":104},"zhihu-ai-replacing-programmers-search","Search Zhihu for discussions about programmers being replaced by AI","A current Zhihu search for discussions about programmers being replaced by AI, retaining the 20-result retrieval boundary and 18 accepted results without claiming exhaustive coverage.",{"slug":163,"category":164,"title":165,"description":166,"performedAt":167},"chatgpt-403-error-keyword-research","seo-research","Decide whether the \"ChatGPT 403 Forbidden\" error keyword cluster is worth targeting","A keyword demand-signal analysis of the \"ChatGPT 403\" error family that filtered for 50–500 monthly searches and difficulty under 30, then shaped the results into a two-article troubleshooting cluster instead of standalone pages.","2026-08-20",{"slug":169,"category":15,"title":170,"description":171,"performedAt":172},"deepseek-hardness-x-discussions","Find popular X discussions on DeepSeek Harness","A Social Signal Retrieval run that aggregated X, Xiaohongshu and Zhihu signals around the newly released DeepSeek Harness, and turned them into a priority-ranked posting plan with risk boundaries.","2026-08-14",{"slug":174,"category":15,"title":175,"description":176,"performedAt":177},"linkedin-post-engagement-analysis","Analyze 95 LinkedIn posts for a content-strategy shift and replicable engagement patterns","A Social Signal Retrieval run that paginated through all 95 returnable posts of a LinkedIn account, compared early and recent content, and extracted replicable patterns without making readership promises.","2026-08-12",{"slug":179,"category":164,"title":180,"description":181,"performedAt":182},"seo-keyword-opportunity-demand-research","Research real keyword-opportunity needs with Reddit and X signals","A cross-platform social-signal study that combined public Reddit and X discussions into an evidence matrix, identifying the decision confidence, risk checks, and demand context people need from a keyword-opportunity product.","2026-08-07",1788262612924]