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PilotREF · RFP-96

Public Sector RFP and Grant Response Copilot

An RFP and grant response copilot for teams that need faster bid/no-bid decisions and cleaner first drafts.

Why this matters

Public sector opportunities are document-heavy and deadline-driven. AI can reduce the time required to extract requirements, assemble compliance matrices, and draft from approved source material.

Features

  • SAM.gov and exported opportunity intake
  • Requirement extraction and bid/no-bid scoring
  • Past performance and boilerplate-backed response drafting
Discuss a Pilot

Outcomes

  • Faster opportunity triage
  • Fewer missed proposal requirements
  • Higher proposal throughput for small teams
Reference architecture
INGESTRETRIEVEREASONVERIFYDELIVERSourcesCURATED · PERMISSIONEDIndexEMBEDDINGS · BM25ModelGUARDED INFERENCEEvalCITATIONS · CONSTRAINTSSurfaceAUDIT-READY OUTPUTFEEDBACK · HARDEN