Most AEO tools score your HTML and call it AI visibility. Beacon actually asks the engines. We put unbranded buyer questions about your category to ChatGPT and Gemini (Claude on the full audit), then show how often you're named, who gets named instead, and which sources the engines trust. Two separate answers: can AI crawlers read your site (instant, no sign-up), and do the engines recommend you? Every gap comes with the fix.
痛点：品牌方不知道自己在 ChatGPT/Gemini 等答案引擎里是否被推荐、被谁取代，也缺少可执行的修复清单
目标用户：做 SEO/内容营销的 B2B SaaS 市场团队、独立站站长、代理商
证据：Most AEO tools score your HTML and call it AI visibility. Beacon actually asks the engines. ... then show how often you're named, who gets named instead, and which sources the engines trust.
变现：订阅制 SaaS（按月/按品牌追踪提问集），叠加一次性深度审计报告 + 竞品对比导出；代理商白标版本按席位收费
MVP：选 30-50 条无品牌买家提问，用 API 批量问 ChatGPT/Gemini，统计品牌提及率与竞品替代者，加上一个爬虫可读性检查器，输出 PDF/网页报告，2 周内可上线
竞品：Profound、Peec AI、Otterly.ai、Scrunch AI、Athena
摘要：Product Hunt 上线了 Oogwai Beacon，一款 AEO（答案引擎优化）审计工具：用无品牌买家问题真实询问 ChatGPT 和 Gemini，统计品牌被提及频率、替代者以及引擎信任的信息源，并给出修复建议。该帖 0 票、无任何收入或付费意愿数据，但指向一个正在快速成型的「AI 可见性监测」品类。竞品已相当密集（Profound、Peec AI、Otterly 等），单靠审计报告难差异化，需要靠垂直行业或代理商白标切入口。