VibeMatch Product Discovery API
A reusable commerce API that accepts one image and returns the probable product reference, Amazon details, reusable images, and evidence for downstream projects.
VibeMatch turns a raw product photo into governed product intelligence. The flow combines visual hints, text clues, and web discovery to converge on a likely reference, then enriches it with Amazon-style title, price, description, link, and image set. The same output feeds Bid items, Marketplace ads, and future catalog projects without duplicating the discovery layer.
Image intake
Reference consensus
Amazon enrichment
Reusable API output
VIBEMATCH
Image-to-reference discovery with multi-source evidence scoring.
VIBEAI
Vision hints and structured product normalization.
VIBEPROJECT
Reusable API and project governance across downstream commerce flows.
One image in, one governed product payload out.
Input
Output
Why this capability matters in the commerce portfolio.
Feed VibeBiding item creation from one trusted payload.
Generate Marketplace Ads drafts without repeating product research.
Power future catalog and intake workflows from the same API contract.