Grant discovery is a manual, time-starved process. The institution needed thousands of opportunities triaged for fit and a head-start on proposals that actually sound like the people who write them.
SDCCD Grants Discovery & Proposal System
Ingests 2,000+ grants, scores them for institutional fit, and drafts proposals in the VC’s own voice.
A production grant-intelligence engine: thousands of grants ingested and scored for fit, then voice-matched proposal drafts generated automatically — delivered and demoed to the Vice Chancellor.
A daily ingestion pipeline pulls 2,000+ grants and corporate programs into a Neon/Drizzle store; a Sonnet scoring pass stratifies them by institutional fit; a voice-matched generation step drafts proposals as DOCX in the Vice Chancellor’s own register.
Architect and engineer — ingestion, the scoring model, voice-matched generation, and the test suite.
Live in production with 2,043 grants ingested, 1,849 scored, 288/288 tests passing, and a delivered Vice-Chancellor demo.
Technical proof.
- 2,043 grants + 19 corporate programs ingested; 1,849 scored by Sonnet for institutional fit.
- Voice-matched DOCX proposal drafts generated in the VC’s own writing style.
- 288/288 tests passing.
- Delivered and demoed to the Vice Chancellor.