Quote Automation & Smart Inventory Matching (under NDA) by Faizan MalikQuote Automation & Smart Inventory Matching (under NDA) by Faizan Malik

Quote Automation & Smart Inventory Matching (under NDA)

Faizan Malik

Faizan Malik

Client: an e-commerce seller (ongoing engagement, under NDA).
Problem: every customer quote request arrived in an online inbox and had to be read, matched against stock and answered by hand.
What I built:
A Playwright-based reader that pulls new requests continuously and extracts the product details and condition from each request into structured data
A compatibility engine that scores each request against the seller's inventory on several product attributes and sorts matches into high, possible and insufficient confidence bands
Automatic offer drafts with pricing and product-specific messaging
A Next.js review dashboard where every offer is approved by a human before it's submitted, with no auto-sending
Local OCR that reads labels, barcodes and QR codes from customer photos
Production reliability: PostgreSQL job queue, parallel workers, retries with backoff, stale-job recovery and full audit trails
Outcome: a production system that turns a manual inbox into a reviewed, one-click quoting workflow, with more features on the roadmap.
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Posted Oct 11, 2026

Automated quote-request intake, inventory matching and human-approved offers for an e-commerce seller (under NDA). Python, Playwright, PostgreSQL, Next.js.