- Better delivery can coexist with shortlist exclusion. In our synthetic MeritLens case, Bridgepoint beats the leader's delivery rate but misses the shortlist. Low transaction and audit counts reduce its delivery/quality scores; revenue shapes its financial score.
- In the alternative preview, all bidders are scored on raw delivery/quality rates, with a financial health input replacing revenue. Price and weights stay fixed. Bridgepoint enters the shortlist; the original leader still ranks first.
- MeritLens keeps the simulated award blocked for human review. The preview leaves that saved decision intact. Inspect why eligibility changed before authorizing an award. See the breakdown: https://veriprajna.com/demos/procurement-ai-fairness #Procurement #SupplierDiversity #AIGovernance
Published on X · October 1, 2026
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