Sprint 3 · Explainable ranking
Every recommendation shows its math.
Exact identity and compatible electrical attributes rank first. Hard conflicts stay visible and can never enter estimator review.
Scoring policy7 deterministic rulesNo AI or image similarity
Ranked results
Supplier candidates
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Blocked candidates remain visible so the estimator can understand why a visually or descriptively similar product was rejected.
Scoring contract
Transparent weights
30Model family
15Manufacturer
15Category
15Voltage
10Wattage
10Mounting
5Finish