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找到你的位置，看它怎么帮你
如果你属于下面任意一类，Pain Spotter 就是为你做的。
独立开发者
Indie Hacker · 副业开发者
找到下一个值得做的副业方向，从被验证过的痛点起步。
- 省下几百小时翻 Reddit / HN 的时间
- 每个想法都附 MVP 范围与落地页文案
- 按「易构建度」筛出周末能做完的
创业者 / 创始人
Founder · 0→1 阶段
从真实付费意愿出发选赛道，降低做错方向的风险。
- 0–100 评分量化痛点强度与付费意愿
- GTM 启动方案 +「为什么会失败」自我反驳
- 一键生成 商机 → 报告 / PRD（Business）
产品经理 / 增长
PM · Growth · 市场研究
监测细分赛道里正在升温的新痛点，先人一步。
- 每周趋势榜，比 HN 早 2–4 周发现趋势
- 跨平台 Theme 聚合，看赛道全景
- 每个话题自带 AI 摘要，3 分钟读懂
不确定自己算不算？ 免费浏览前 10 条商机 →
什么是 Pain Spotter？
Pain Spotter 是一款专为独立开发者、创始人和产品团队打造的 AI 研究工具。它持续扫描 Reddit、Hacker News、Product Hunt 和 Stack Exchange 的讨论，然后使用 LLM 提取真实用户的痛点，并结合痛点强度、付费意愿、技术可行性和长期可持续性，在 0–100 分的范围内将其评估为商业机会。您无需再猜测接下来该开发什么，而是从人们迫切希望解决的问题出发。
不只是帮你搜 Reddit
手动翻帖只能看到零散的单条；我们把全网讨论聚成可执行、可对比的机会。
多源验证
与 Reddit、Hacker News、Product Hunt、Stack Exchange 交叉验证——不只依赖单一平台。
AI 评分 0–100
每个机会均根据痛点强度、付费意愿、技术可行性和可持续性进行排名。
10 话题中心 + 每周趋势榜
挑一个匹配你技术栈的细分领域直接进入；趋势榜实时呈现全网增长最快的痛点。
每个话题都有 AI 摘要
每个话题和主题页都自带 LLM 生成的 350 字简报——3 分钟读懂市场全景，省下 3 小时翻帖时间。
专为开发者打造 & 隐私合规：MCP & REST API 把机会直接拉进 Cursor / Claude Desktop；用户身份全部假名化，不存 PII、无跨站追踪（GDPR）。
社区里正在升温的话题
跨源聚合的相关痛点集群——这些是当前在多个渠道都有强信号的趋势。
工作流程
从海量社区讨论到一个经过验证、可排序的商业机会，只需三步。
监控多平台数据
我们持续从 Reddit、Hacker News、Product Hunt、Stack Exchange 等开源社区采集帖子、评论与讨论内容。
AI 分析
大模型从数百条评论中分析痛点、付费信号、竞品与技术可行性。
评分与排序
每个商机获得 0–100 的综合分。优先做高分项——需求已被真实用户验证。
常见问题解答
关于 Pain Spotter 如何运作，你想知道的都在这里。
What is Pain Spotter and who is it for?+
Pain Spotter is an AI tool that scans Reddit, Hacker News, Product Hunt, Stack Exchange and other communities to extract real user pain points and rank them as scored business opportunities. It is built for indie hackers, product managers and founders who want to start from validated problems instead of guessing what to build.
Where does the data come from?+
We continuously collect public posts and comments from Reddit subreddits, Hacker News, Product Hunt and Stack Exchange via their public APIs. We never scrape private content, never store raw user identities (all author IDs are salted-hashed), and never republish original posts verbatim — only AI-rewritten summaries.
How are the 0–100 opportunity scores calculated?+
Each opportunity is scored along four axes by an LLM: pain intensity, willingness to pay, technical feasibility (inverted as difficulty), and long-term sustainability. The final 0–100 score is a weighted composite. Scores are recomputed whenever the source post is re-analyzed.
Is Pain Spotter free?+
Yes. Anyone can browse the first 10 opportunities for free without an account. A Pro plan ($20/month) unlocks the full ranked list, detailed pain narratives, MVP plans, and competitor analysis; the Business plan ($50/month) adds the Opportunity → Report & PRD generator. Stripe handles billing; you can cancel anytime from the customer portal.
How is this different from just searching Reddit myself?+
Manually reading subreddits surfaces individual posts; Pain Spotter clusters thousands of discussions across channels into ranked themes, extracts the underlying pain narrative, estimates willingness to pay, and shows MVP scope for the top 2 weeks of build work. You get the same insight in minutes that would otherwise take days of reading.
Do you respect user privacy and GDPR?+
Yes. All Reddit usernames are irreversibly hashed before storage (PII salted SHA-256), no personal data is retained, and we expose only AI-rewritten aggregated insights. You can contact support@painspotter.ai for any privacy request.
Can I access opportunities programmatically?+
Yes. Pro users get a REST API key and an MCP (Model Context Protocol) server endpoint that plugs directly into Cursor, Claude Desktop or any MCP-aware IDE. Pull the ranked opportunity feed into your own idea pipeline.