AutoQuote
Salespeople in manufacturing companies lose hours Ctrl+F-ing through project documents to find product mentions buried in specs.
Core trick
Fans out parallel agents across each tender PDF page to match ERP catalog products, substitutes, and generic mentions, then pushes a draft quote.
Description
Salespeople in manufacturing companies lose hours Ctrl+F-ing through project documents to find product mentions buried in specs. AutoQuote connects to their ERP, understands their entire product catalog, and unleashes an agent swarm that reads every page in parallel - spotting their products, competitor products they can substitute, and generic mentions they'd otherwise miss. One click drafts the quotation back to ERP. The salesperson's job shifts from searching to deciding.
README excerpt
# AutoQuote [](https://github.com/markusmeresma/autoquote/actions/workflows/ci.yml) AI agent that finds sales opportunities in project documents and drafts quotations. > **Hackathon build.** AutoQuote was built in ~5 hours at the **Vercel × Google DeepMind** hackathon as a working demo for Extery, a real urban-furniture manufacturer. It runs end to end — drop in a tender PDF, get a draft Odoo quotation back — but it's a proof of concept from a single sprint, not a hardened product, and I haven't developed it further since the event. ## Screenshots **1. Upload a construction-tender PDF**  **2. Review confidence-scored product matches, then push the selected items to a draft Odoo quotation**  ## Problem Manufacturers spend hours manually searching through landscape architecture project specs (PDFs) with Ctrl+F, looking for mentions of products they sell. This is slow, error-prone, and misses opportunities — especially when documents reference competitor products by name or use generic terms like "park bench" instead of a specific SKU. AutoQuote replaces that manual search with a parallel AI agent swarm that understands product catalogs, competitor names, and industry vocabulary. ## How It Works 1. **Ingest** — Pull the product catalog from Odoo and generate a knowled