Glowby
Paste a video link, get a 0 to 9.9 accuracy score
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Most fact-checkers work on articles. Glowby is an iOS app that works on video. Paste a TikTok, Reel, or Short and it pulls claims out of both the audio and what's on screen, then checks each one against sources ranked by a 13-category reliability system. You get a 0 to 9.9 score. It's the minimum across the central claims, not the average, so one confident falsehood can't hide behind four true statements. Every claim links to its sources. The full methodology is public.
PH · launched Sep 20, 2026 · 2 upvotes (top 26%) · 0 views
Niche: video analytics and processing tools · 94 launches, 13 in the last 7 days ▲ +63% · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2C
- AI-native
- Commercial product
- News
- Social Media
- Artificial Intelligence
- GitHub
Visit website ↗ Source listing ↗
More like this: all 94 launches in video analytics and processing tools →
Could you build this?
Yes The pipeline consists of scraping social video URLs, extracting audio/frames via Whisper and vision models, and querying search or LLM APIs to score factual accuracy.
Competitors
Other products that read as similar to this one : 193 launches clear the similarity bar, closest 8 shown.
Attention rank: #57 of 194 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 275 days after the earliest competitor.
- Reviewyoutube.com · ph · 2026-10-18 · 1 upvotes · similarity 0.53
- InstaFact · ph · 2026-11-06 · 2 upvotes · similarity 0.51
- video-factcheck · ph · 2026-11-06 · 3 upvotes · similarity 0.48
- Truth Check · ph · 2026-11-01 · 2 upvotes · similarity 0.45
- Viewlify · ph · 2026-10-18 · 5 upvotes · similarity 0.44
- Checkedit · ph · 2026-11-05 · 1 upvotes · similarity 0.42
- Maxx · ph · 2026-11-08 · 1 upvotes · similarity 0.42
- Peeka · ph · 2026-10-23 · 3 upvotes · similarity 0.39
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.