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Real or Fake?

A second opinion on the internet’s questionable claims

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The internet says a lot of things. Real or Fake? gives questionable posts, messages and screenshots a second look, checking 21 signals from scam tactics to satire. Open Jev’s read to see what the bird picked up.

PH · launched Sep 18, 2026 · 1 upvote (top 69%) · 0 views

Niche: fraud and scam detection software · 152 launches, 10 in the last 7 days ▼ -52% · Explore this niche →

Category and tags

  • Horizontal
  • Search & retrieval
  • B2C
  • AI-native
  • Commercial product
  • Artificial Intelligence
  • OpenAI Day

Visit website ↗ Source listing ↗

Could you build this?

Yes This is a web app frontend that submits text or OCR'd screenshots to an LLM prompted to evaluate 21 heuristic signals of misinformation or fraud.

Competitors

Other products that read as similar to this one : 153 launches clear the similarity bar, closest 8 shown.

Attention rank: #125 of 154 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 291 days after the earliest competitor.

  • Legitly · ph · 2026-11-12 · 2 upvotes · similarity 0.52
  • FinchFile · ph · 2026-09-14 · 1 upvotes · similarity 0.50
  • Catfish Detective · ph · 2026-10-27 · 4 upvotes · similarity 0.46
  • Lucid · ph · 2026-11-07 · 1 upvotes · similarity 0.45
  • Human or AI? · ph · 2026-10-21 · 5 upvotes · similarity 0.45
  • Flash USDT Guide · ph · 2026-11-10 · 1 upvotes · similarity 0.44
  • Fake Website Checker · ph · 2026-11-14 · 1 upvotes · similarity 0.44
  • LitmusAI · ph · 2026-09-30 · 1 upvotes · similarity 0.44

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.