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I checked what ChatGPT, Claude and Google tell buyers about 17 SaaS prices. 3 got a flat-out wrong price, and some errors came from the companies' own docs

More buyers ask AI "how much does X cost?" before they visit the pricing page. I wanted to know how often the answer is wrong, so I tested it. Setup 17 products: Notion, Cursor, beehiiv, MailerLite, Kommo, Webflow, n8n, Activepieces, Turso, WP Rocket, Plausible, Fathom, Tally, Kit, Carrd, Senja, Simple Analytics. 10 of them changed pricing in 2025 or 2026. 3 engines: ChatGPT (free, logged in), Claude with web search, Google AI Mode. One prompt for all: "How much does X cost? List

五维评分

付费意愿
40
需求真实度
45
个人可落地
85
竞争空间
55
新鲜度
85

AI 分析

痛点:SaaS 公司的定价信息常被 ChatGPT、Claude、Google AI 等错误引用(旧套餐名、年付月付混淆、引用过时评测站),影响买家决策和转化。

目标用户:SaaS 增长/市场/产品营销团队,尤其是定价频繁调整的初创公司。

证据:More buyers ask AI "how much does X cost?" before they visit the pricing page... 3 of 17 companies got a wrong price from at least one engine... ChatGPT still described the old Launch/Scale/Max plans.

变现:订阅制 AI 定价监控与修正服务:定期监控各大 AI 引擎对客户产品定价的回答,发现错误后给出修正建议(更新官方文档、联系评测站等),按产品数/引擎数收费。

MVP:输入产品名和官方定价页 URL,定时调用 ChatGPT/Claude/Google AI 提问并抓取回答,与定价页自动比对,生成差异报告和修正清单(更新文档、联系旧评测站),2 周内可上线。

竞品:Profound、Athena、Otterly.ai、Peec AI

摘要:作者实测 17 个 SaaS 产品在 ChatGPT、Claude 和 Google AI Mode 中的定价回答,44 个回答中 37 个准确,3 家公司被至少一个引擎报错价。错误主要来自套餐改名未更新、年付月付混淆和引用过时评测站,说明 SaaS 公司需要监控 AI 对自己定价的描述。