I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104
Details
- External ID
- 49083244
- Source
- HN
- Company
- —
- Product
- I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104
- Website domain
- github.com
- Launched
- July 28, 2026
- Cohort
- —
- Upvotes
- 18
- Upvotes percentile
- 0.6893667861409797
- Tags
- —
- Fetched at
- Sept. 7, 2026, 9:26 p.m.
- Updated at
- Sept. 7, 2026, 9:26 p.m.
Enrichment
- Theme
- consumer gift cards and rewards
- Vertical
- Retail & commerce
- Function
- Analytics & BI
- Audience
- B2C
- AI stance
- AI feature
- Project type
- Hobby / open-source project
- Normalized one-liner
- clothing price estimation using vision models
- Manually corrected
- False
Could you build this?
Yes This is a benchmarking script or demo web app that sends image prompts to standard multimodal vision LLM APIs (OpenAI/Anthropic) and displays the resulting price predictions.
Discussion
20 comments analyzed.
Concerns raised: Model hallucination - inventing non-existent physical evidence like gold vermeil or designer hallmarks, Zero-uncertainty output instead of expressing confidence levels on unobservable attributes, Limited dataset size (only 4 stimulus images) insufficient for robust conclusions, Jewelry pricing fundamentally based on provenance/branding, not raw materials or pixels, Models use surrounding context as unfair prior for valuation estimates
Feature requests: Larger and more diverse dataset for testing, Models expressing uncertainty instead of confident point estimates on ambiguous inputs
Competitors
Other products that read as similar to this one — 85 launches clear the similarity bar, closest 8 shown.
Attention rank: #27 of 86 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 241 days after the earliest competitor.
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- 925 Sterling Silver Earrings · ph · 2026-09-22 · 1 upvotes · similarity 0.38
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- Moonstake.org · ph · 2026-09-15 · 1 upvotes · similarity 0.38
- RentMyBack · ph · 2026-09-12 · 1 upvotes · similarity 0.38
- RegretMarket.lol · ph · 2026-09-17 · 2 upvotes · similarity 0.38
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.