Concept demonstration — procurement modernization
From an unstructured mission need to a defensible market-research packet
Structure a draft requirement, find relevant public acquisition evidence and produce a source-linked work product for contracting-officer review.
Source coverage. 400 public records loaded from 7 selected NAICS categories via the SAM.gov Get Opportunities API v2 (posted 04/27/2026–08/25/2026; retrieved 2026-08-25 23:58 UTC), plus NAICS-level spending aggregates from the USAspending.gov API. This is a curated demonstration corpus, not the complete SAM.gov corpus. Ranking runs in your browser.
Draft requirement
Concept demonstration. This demonstration uses a dated public-data snapshot and transparent baseline ranking (deterministic term overlap, shown for every result). It does not make an acquisition decision or represent a validated procurement-domain model. Evidence labels are relative rankings within this result set — not confidence, accuracy, or match probability. MatchVox's production clinical system and its evaluation are described on the Research page; government-domain validation would be conducted as part of a pilot.