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I gave Claude my Search Console data. The most useful thing it found was a bug in my own tool

Small SaaS, a few months old, single-digit clicks from Google per week. Like most founders I'd open Search Console once a month, see a line going roughly up, and close the tab. A while ago I started using Claude to write blog posts. It occurred to me that the agent writing my SEO content had never once seen whether the last post got a click. So I gave it the data: a Search Console export, my web analytics, and keyword volumes. I asked one question: "what should I work on?" What it found i

五维评分

付费意愿
45
需求真实度
55
个人可落地
92
竞争空间
40
新鲜度
68

AI 分析

痛点:独立SaaS创始人没时间或不懂解读 Search Console 数据,SEO内容与真实搜索表现脱节,导致优化错关键词、忽略sitemap等技术问题。

目标用户:独立开发者、小型SaaS创始人、做SEO内容但缺乏数据分析能力的运营者。

证据:I gave it the data: a Search Console export, my web analytics, and keyword volumes. I asked one question: "what should I work on?" ... One of my three Google visitors that month signed up.

变现:订阅制SaaS:连接Google Search Console/GA/关键词数据,按月生成可执行的SEO任务清单;也可提供一次性深度审计报告或按项目收费的Pro版。

MVP:2周内做一个极简Web工具:OAuth连接GSC,拉取查询/页面/展示/点击数据,用LLM每周输出3-5条“先做这个”建议,并内置异常检测:无效品牌词占比、低搜索量关键词、sitemap lastmod异常、新页面零曝光。

竞品:Ahrefs、Semrush、Screaming Frog、Google Search Console、AirOps、Surfer SEO

摘要:一个每周只有个位数Google点击的小SaaS创始人,把Search Console导出、分析和关键词量交给Claude,发现25%曝光来自无点击的他人品牌词、为月搜索量10的关键词改文章、以及sitemap lastmod全部相同导致13个新页面零曝光。需求信号是“AI帮我决定SEO下一步”,但帖子没有明确付费意愿或他人附和,更像可做成GSC分析工具的个人验证案例。