Government & Public Sector
Explainable matching and evidence research for government
MatchVox is adapting its retrieve → rank → explain architecture — a domain-driven deep learning model built on a model- and platform-agnostic pipeline, originally developed for clinical-trial matching — to government research workflows where professionals must find, compare and document evidence across large data collections.
Procurement is currently a concept-stage application using public data and demonstration-scale ranking. Government-domain validation would be conducted as part of a pilot.
Commercial Market Evidence Workbench
Turn an unstructured mission need into candidate classifications, relevant acquisition records, potential suppliers, current notices and a source-linked market-research work product.
What transfers — and what must be built for government
| Shared capability | Government-specific work required |
|---|---|
| Unstructured-text parsing | Procurement and agency vocabulary |
| Large-corpus retrieval | SAM.gov, USAspending and agency sources |
| Ranking | Government-domain training and benchmarks |
| Explanations | Source passages and evidence gaps |
| Reviewable output | Government work products and audit trails |
| Feedback capture | Contracting-officer or program-expert review |
The architecture and evidence discipline transfer. The corpus, ranking model, validation data, decision rules and risk controls must be developed and evaluated for each government workflow.
Potential applications developed with agency partners
Capability concepts that demonstrate the pipeline's extensibility — not built products. Each would be developed and evaluated with an agency partner or funded pilot.
Acquisition and procurement
Concept — agency partner required
Grants and program management
Concept — agency partner required
Audit and oversight
Concept — agency partner required
Public health and science
Concept — agency partner required
Emergency management
Concept — agency partner required
Infrastructure and transportation
Concept — agency partner required
Workforce and education
Concept — agency partner required
Regulatory and administrative research
Concept — agency partner required
MatchVox does not propose autonomous acquisition, benefits, enforcement, adjudication, clinical or employment decisions. The system is intended to support authorized professionals with source-linked evidence.
A focused first pilot
A pilot would evaluate MatchVox against a defined collection of historical requirements and acquisition records, with contracting professionals judging the relevance, completeness and usefulness of the resulting evidence packet. Measures:
- Time to create a market-research draft
- Recall of relevant prior awards
- NAICS and PSC agreement
- Relevant-supplier discovery
- Citation accuracy
- Reviewer editing and acceptance rates
- Unsupported-claim rate
- Usability and reviewer trust
Responsible deployment
- Human review of every work product
- Source citations on every figure and record
- Abstention when evidence is insufficient
- Audit logs
- Role-based access
- Records retention
- Privacy, PII and CUI boundaries
- Section 508 accessibility
- Government-domain evaluation before operational use
- FedRAMP-authorized deployment path
MatchVox targets deployment on FedRAMP-authorized infrastructure; no MatchVox system currently holds a FedRAMP authorization, and none will be described as compliant until the applicable system is authorized.