reddit · SideProject · 09-25 02:50 47 分 ← 返回列表

I need real SaaS sites to test a GEO audit on. Drop yours if you want one.

I've been building a small tool around GEO / AI search, and testing it on my own site isn't very useful anymore. One thing that bugs me about a lot of GEO tools is that they give you a score, but it's hard to tell what the score is actually based on. I'm trying to do something simpler. The tool crawls public pages and shows the evidence behind what it finds. The free check looks at things like whether the site can be crawled, whether the product and pricing are explained consistently, whet

五维评分

付费意愿

需求真实度

个人可落地

竞争空间

新鲜度

AI 分析

痛点：现有 GEO/AI 搜索优化工具只给一个黑盒分数，用户看不出分数依据，也不知道该改什么；需要能给出可验证证据的审计。

目标用户：做 AI 搜索可见性优化的 SaaS 创始人、独立开发者、SEO/增长负责人

证据：One thing that bugs me about a lot of GEO tools is that they give you a score, but it's hard to tell what the score is actually based on. / The tool crawls public pages and shows the evidence behind what it finds. / No signup needed for me to run it. / I'm doing this because I need more real websites to test it on.

变现：Freemium：免费单页证据审计引流 → 付费完整报告 + 按月持续监控（$29–99/月）；也可做按次付费审计（$49/次）或面向代理机构的批量席位。

MVP：2 周 MVP：输入域名 → 爬取公开页面（首页/定价页/产品页/About）→ 用 LLM 抽取产品定位、定价、公司事实 → 做三类检查：(1) 是否可被爬取/robots 与结构化数据，(2) 跨页面事实一致性（定价、功能名称、公司信息），(3) 关键事实是否有公开可验证来源 → 输出每条结论都带原页面引用截图的报告页，配 Stripe 订阅锁定‘每周重跑 + 变更 diff’。

竞品：Profound、Otterly.ai、Peec AI、Scrunch AI、AthenaHQ、HubSpot AEO Grader

摘要：独立开发者在 r/SideProject 发布自建 GEO 审计工具，免费为他人站点跑报告以获取测试样本，并强调多数 GEO 工具只输出分数却不解释依据，自己主打‘每条结论附公开证据’。帖中没有任何付费意愿或收入数据，只是新兴 AI 搜索优化赛道的早期探路信号。该细分已有 Profound、Otterly.ai、Peec AI 等多家竞品，差异化空间主要在‘可解释证据’与便宜的自助化。