CiteYT
Fight fake-news with real-time sources for YouTube
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Hold claims accountable as you watch. CiteYT brings AI fact-checks, context, and source links alongside YouTube videos so you can question misinformation and verify the evidence for yourself. Try the free public demos; real-time checking of your own videos is in invite-only early access.
PH · launched Nov 6, 2026 · 3 upvotes (top 7%) · 0 views
Niche: content filtering and quality checkers · 46 launches, 1 in the last 7 days ▼ -89% · Explore this niche →
Category and tags
- Media & entertainment
- Search & retrieval
- B2C
- AI feature
- Commercial product
- News
- Artificial Intelligence
- Video
Visit website ↗ Source listing ↗
More like this: all 46 launches in content filtering and quality checkers →
Could you build this?
Partial A browser extension that pulls transcripts and shows LLM-generated fact-checks with source links is buildable, but reliable real-time verification of claims depends on curated retrieval and evaluation, not just prompting.
What it would actually take: Architecture: a browser extension pulling captions or transcripts, claim extraction with an LLM, retrieval over search or curated fact-check APIs, and source-linked verdicts with a backend for caching. Real-time checking of arbitrary videos adds streaming transcription. The hard part is accuracy and source quality, which needs fact-checking methodology, editorial judgment, and evaluation datasets.
Competitors
Other products that read as similar to this one : 157 launches clear the similarity bar, closest 8 shown.
Attention rank: #12 of 158 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 340 days after the earliest competitor.
- Reviewyoutube.com · ph · 2026-10-18 · 1 upvotes · similarity 0.51
- FactifAI · ph · 2026-10-25 · 2 upvotes · similarity 0.50
- VeriTrace · ph · 2026-10-27 · 1 upvotes · similarity 0.49
- InstaFact · ph · 2026-11-06 · 2 upvotes · similarity 0.46
- Lucid · ph · 2026-11-07 · 1 upvotes · similarity 0.46
- TubeVerse.AI · ph · 2026-09-15 · 2 upvotes · similarity 0.46
- Realistiz · ph · 2026-09-13 · 2 upvotes · similarity 0.45
- video-factcheck · ph · 2026-11-06 · 3 upvotes · similarity 0.45
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.