Commerce API
Turn one product image into a reusable product payload.
VibeMatch is a product discovery API for commerce workflows. One image in. A normalized reference, confidence evidence, Amazon enrichment, and reusable product metadata out.
Image input
Reference consensus
Amazon enrichment
Reusable by Bid + Marketplace Ads
API contract built for reuse
The goal is not a one-off lookup. The goal is a governed product payload that downstream projects can trust and reuse without restarting discovery work every time.
Input
1 image + optional hints
Consensus
Reference + confidence
Amazon
Link + price + description
Reuse
Bid + Ads + catalog
Input
Product image
Optional source note
Optional manual search hint
Optional existing Amazon URL
Output
Probable product reference
Confidence and consensus evidence
Normalized title, brand, and model
Amazon URL, title, price, and description
Reusable local image set for downstream listings
How the flow works
1
Image intake plus optional source hints
2
Reference consensus from visual and text clues
3
Amazon lookup and enrichment
4
Reusable payload returned to downstream projects
Where it gets reused
VibeBiding item creation
Marketplace Ads Ops draft generation
Future catalog and intake workflows
Why this is sellable
It reduces repeated manual product research across commerce teams.
It keeps evidence and confidence visible instead of hiding a black-box answer.
It separates product discovery from channel publication, which makes reuse easier.
VibeMatch
Use one discovery layer across multiple commerce projects.
Start with the product image once. Reuse the same normalized payload in Bid, Marketplace ads, and future listing flows.