The challenge
Opportunities surface across SAM.gov, USASpending, FPDS, and SBA with conflicting metadata and heavy overlap. Teams spent hours per pursuit re-reading solicitations and assembling competitive intelligence by hand — work that does not scale and rarely gets done well under deadline.
What I did
I designed and shipped the whole system alone: multi-source ingestion with four-tier deduplication, an AI composite score blending structured signals with vector similarity, a RAG copilot with hybrid retrieval and streamed citations, and a four-phase multi-agent pipeline that produces full competitive-intelligence reports. Underneath it sits a 14-persona agent workforce with persistent memory and coordination protocols, and a packaging contract that compiles agent products into skills, MCP servers, and plugins for three host CLIs.