Transparent by design

What makes a deal real?

We compare a drop with its own history. A loud discount label alone earns nothing.

30 pts

Typical-price discount

How far the current signal sits below the trailing 90-day median.

25 pts

Historical-low proximity

How close it is to the lowest observed price in the last year.

15 pts

Drop momentum

Whether the price moved meaningfully in the most recent 24 hours.

10 pts

Demand

A normalised popularity signal, without copying customer reviews.

10 pts

Offer confidence

Data freshness and the reliability of the observed offer.

10 pts

Freshness

Newer signals rank above stale opportunities.

A useful role for AI

Explain, don't invent.

The production design lets AI turn approved, third-party numeric signals into plain-English commentary. Amazon Product Advertising Content is excluded from model inputs.

Confidence guardrails

No signal is a guarantee.

Prices move, offers end, and product suitability is personal. Every outbound action goes directly to the retailer, where the current terms and price apply.