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I built a free scam detector: paste a shady link/message, get a plain-English verdict

Hey all, I built Phltr (phltr.net) after watching people in my life nearly fall for phishing texts that were obviously scams to me but not to them. It does three things: paste a link or message (or upload a screenshot) on the site, send it to a WhatsApp bot, or forward a suspicious email to check@phltr.net . It checks links against trusted safety lists, scans wording for urgency/impersonation/requests for sensitive info, and reads screenshots, then gives you a plain-English verdict: safe

五维评分

付费意愿
22
需求真实度
45
个人可落地
82
竞争空间
28
新鲜度
55

AI 分析

痛点:普通人(尤其长辈)无法辨别钓鱼短信/链接/邮件,需要一个多语种大白话的当场上手判别工具

目标用户:非技术用户的家庭成员(父母长辈)、中小企业员工、需要反诈防护的普通消费者

证据:I built Phltr (phltr.net) after watching people in my life nearly fall for phishing texts that were obviously scams to me but not to them. … Free, no account, no sign-up. … I'd love feedback on the verdict explanations.

变现:C 端免费引流 + B 端收费:向银行/电信/保险/企业做反诈白标 API 或员工防护订阅;或家庭版高级功能(多设备监控、诈骗趋势周报)订阅制

MVP:2 周内做 WhatsApp/邮件/Telegram 三入口的转发即检测机器人:接 Google Safe Browsing + VirusTotal + LLM 判定并输出三段式大白话结论,先不做网站

竞品:Google Safe Browsing、VirusTotal、ScamAdviser、Norton/Symantec 反钓鱼、Truecaller、Whoscall

摘要:独立开发者在 r/SideProject 发布免费反诈检测工具 Phltr,支持粘贴链接/消息、WhatsApp 机器人和转发邮件到 check@phltr.net,输出 safe/suspicious/scam 的大白话结论,无需注册也不存储数据。作者称动机是家人差点被钓鱼短信骗到,目前完全免费、无任何付费或收入数据,仅在征求结论解释文案的反馈。痛点真实且广泛,但付费意愿未被验证,且 Safe Browsing、VirusTotal 等竞品密集。