Five stages. Under 30 seconds.
The path from product photo to confident purchase — broken down.
- 01
Input
Upload a product photo.
TikTok, Instagram, a store page, or a camera roll screenshot — add the product image and keep moving.
We read the visual details, category, style signals, and pricing context. - 02
AI analysis
The model checks everything you would.
Material quality, brand fit history, similar products you’ve owned, current price vs. fair price, return policy strength.
Multi-modal — text, images, your wardrobe context. - 03
Validation signals
Five signals, surfaced clearly.
Confidence score, fit confidence, price fairness, style match, regret risk. Each with a one-line reason.
Explainable. No black box. - 04
Decision output
Buy. Refine. Skip.
A single recommendation backed by every signal. Refine asks for cheaper, safer, or different-vibe alternatives.
<30 seconds end to end. - 05
Post-purchase protection
We watch after you buy.
Return window tracking, automatic price-drop alerts, and a memory of what you actually wore vs. returned.
Confidence doesn’t end at checkout.
A real product. Through the pipeline.
Below: the exact path from an uploaded product photo to a confident decision. Animated, not staged.
Image
cargo-pants.jpg
scanning…- Strong fit
- Fair price
- Style match
Verdict
Buy
Confident · 60-day return · price below average
No second-guess loop.
The whole pipeline runs in the time it takes to glance at a screenshot. You ask. We answer.
The Decision Layer
Stop guessing.
Start knowing.
The AI that turns 80% ready into 100% confident. In under 30 seconds.