DocPilot — AI Document Extraction & Review by JIANBIN LIUDocPilot — AI Document Extraction & Review by JIANBIN LIU

DocPilot — AI Document Extraction & Review

JIANBIN LIU

JIANBIN LIU

DocPilot — AI Document Extraction & Structured Export
The challenge Finance teams repeatedly retype invoices, contracts, receipts, and statements into spreadsheets. Manual entry is slow, error-prone, and difficult to audit.
The solution I designed and built an end-to-end workflow for PDF, image, and text uploads. Documents are parsed into a strict structured schema, stored with visible success or error states, reviewed and corrected in the web dashboard, checked for possible duplicates, then exported to Excel or CSV.
Engineering highlights • Human-in-the-loop review instead of trusting model output blindly • Deterministic demo mode for local testing and CI without an API key • Duplicate detection that flags risk without deleting records automatically • Docker-ready FastAPI architecture with SQLite by default and PostgreSQL support
Full source code and setup instructions: https://github.com/LuciferLiu/docpilot
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Posted Jul 27, 2026

Built an AI document workflow that extracts structured data from PDFs, images, and text, supports review, flags duplicates/errors, and exports Excel or CSV.