LabelTruth
Is your food safe?
Details
- External ID
- 1247808
- Source
- PH
- Company
- —
- Product
- LabelTruth
- Website domain
- producthunt.com
- Launched
- Sept. 12, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.30815693820825313
- Tags
- Health & Fitness, Photography
- Fetched at
- Sept. 14, 2026, 1:01 a.m.
- Updated at
- Sept. 14, 2026, 1:01 a.m.
Description
LabelTruth photographs any packaged food label and returns a healthy-or-not verdict, the Product-to-Claim (P:C) ratio, a 0-100 trust score and a confidence band.
Enrichment
- Theme
- ai nutrition and meal tracking
- Vertical
- Agriculture
- Function
- Analytics & BI
- Audience
- B2B
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- food safety testing
- Manually corrected
- False
Could you build this?
Yes This is an OCR/Vision-LLM wrapper application where users photograph a food label, and multimodal prompts extract the ingredients and nutritional claims to compute simple heuristic trust scores.
Competitors
Other products that read as similar to this one — 82 launches clear the similarity bar, closest 8 shown.
Attention rank: #31 of 83 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 215 days after the earliest competitor.
- Clear Food · ph · 2026-09-11 · 2 upvotes · similarity 0.45
- Is This Vegan? · ph · 2026-09-23 · 1 upvotes · similarity 0.42
- ClariFood · ph · 2026-09-15 · 1 upvotes · similarity 0.41
- NORUM · ph · 2026-09-08 · 2 upvotes · similarity 0.41
- hintl · ph · 2026-09-26 · 2 upvotes · similarity 0.39
- Cognitio Labs – Real-time food traceability for safety and compliance · yc · 2026-03-26 · 11 upvotes · similarity 0.39
- Vendor Trust Index · ph · 2026-09-14 · 1 upvotes · similarity 0.39
- Dishcard · ph · 2026-09-13 · 2 upvotes · similarity 0.39
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a analytics & bi tool for Legal yet.