Always listening · Public discussions on Reddit + Google News

Hear the pain.Catch the signal.

SignalHunts continuously analyzes public Reddit discussions and turns complaints, cravings, and switching intent into verifiable product opportunities — AI drafts the reply, you review it, you decide what gets posted.

  • Public content only
  • Rate-limit respectful
  • AI drafts, humans review
  • Fully traceable

The real ledger, as of 2026-09

The real ledger, as of 2026-09

  • 10,623Real discussions · 100% AI-analyzed
  • 175,476Comments indexed
  • 5,797Structured pain points
  • 22,475Opportunity signals

Numbers queried from production data, 2026-09 · Screenshots are the real product

Continuous monitoring · hourly updates

Not keyword alerts. A ranked queue of opportunities.

Every signal passes intent classification and pain-intensity scoring, then lines up by how much it deserves a reply — your domain, your queue.

Sorted by intensity22,475 signals on file
Topic pain 10.0Models switch silently and break workflows · costs spike76 posts
Topic pain 8.6Image generation ignores instructions and derails conversations72 posts
Switch intentLeaving VMware just got harder after Broadcom…r/sysadmin
Topic pain 2.6Session instability undermines AI reliability · slow support2,202 posts

From collection to action · an automated pipeline, human where it matters

From one complaint to one post.

Collect

Continuous monitoring of public discussions — Reddit, Google News, and Hacker News, respectful of platform rate limits.

10,623 posts · 10,701 news

Community collection matrix: 5 AI/ML communities actively collecting, 10,623 posts indexed so far

Analyze

English sources get automatic Chinese summaries; 9 intent classes and 3 sentiment levels are tagged by AI.

100% AI-analyzed

News source: 10,701 articles, each tagged with domain and relevance score

Insight

Intensity scoring, trend detection, and evidence chains — ranked by reply value.

5,797 pains · 274 trends

Insight hub: auto-generated pain-point reports and domain insights

Act

AI drafts, you approve line by line, and it is posted from your own account — auto-submit is off by default.

Discord · Email · In-app

Content studio: AI-drafted replies and articles in draft or review status — you decide what ships

Start with the next signal.

Plug in your own domain — and be there the moment an opportunity appears.

We analyze public content from Reddit, Google News and Hacker News only. AI drafts; you review and post from your own account.