Visiby helps brands measure, understand, and improve their visibility across AI search platforms like ChatGPT, Perplexity, Gemini, and Google AI Overviews. Track brand mentions, recommendations, and citations, discover where competitors are winning, and identify opportunities to improve your presence in AI-generated answers.
痛点：品牌难以衡量和优化自己在 ChatGPT、Perplexity、Gemini、Google AI Overviews 等 AI 搜索中的曝光、推荐与引用。
目标用户：品牌市场团队、SEO/GEO 从业者、代理商、独立站长。
证据：Visiby helps brands measure, understand, and improve their visibility across AI search platforms like ChatGPT, Perplexity, Gemini, and Google AI Overviews. Track brand mentions, recommendations, and citations, discover where competitors are winning, and identify opportunities to improve your presence in AI-generated answers.
变现：SaaS 订阅，按监控 prompt 数、品牌数、平台数、报告频率分级收费；可为代理商提供白标报告和 API。
MVP：2 周内接入 1-2 个 LLM/搜索 API，让用户输入品牌和 20 个购买意图 prompt，每日抓取回答，统计品牌提及、引用链接、竞品排名，输出简单 dashboard 和 CSV/PDF 报告。
竞品：Profound、Otterly.ai、Peec AI、Scrunch、Athena、Brandtech
摘要：Visiby 是一个 Product Hunt 发布的 AI 搜索可见性追踪工具，帮助品牌监控其在 ChatGPT、Perplexity、Gemini、Google AI Overviews 中的提及、推荐、引用和竞品表现。帖子没有提供付费意愿或收入证据，且当前热度为 0 票；但 AI 搜索优化/GEO 是正在增长的品类，独立开发者可用轻量 MVP 切入，不过竞品已较多。