manzas
AI-powered RFP platform. Helps procurement teams parse and answer RFPs at scale.
What it is
A SaaS platform that ingests RFPs (Requests for Proposal), extracts the structured questions, retrieves relevant prior answers from a company’s knowledge base, and drafts responses with full citation traces. Aimed at procurement and bid teams who answer the same kinds of questions across hundreds of RFPs a year.
Why this is sparse
Manzas is a private commercial product. I’m happy to walk through the architecture, the multi-agent extraction pipeline, the eval harness, and the migration story over email or a call — just not in public.
If you’re curious about the patterns that came out of building it: most of the AI plumbing I document in the [[Second Brain]] (RAG pipelines, PGMQ-based job queues, multi-agent extraction) was first proven here.