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FDC WhatsApp Cheque Bot

A WhatsApp bot that reads photographed cheques with GPT-4o Vision and posts receipt vouchers straight into Busy accounting — the part I built independently on a team project.

Status
Released
Core stack
FastAPI · OpenAI · Evolution API · PostgreSQL
FDC WhatsApp Cheque Bot

Overview

For a distribution business that wanted every cheque in their Busy accounting software without staff learning it. An employee photographs a cheque on WhatsApp; the bot extracts amount/date/party/bank with GPT-4o Vision, matches the party (including learned alternative names), fetches unpaid bills, and writes the receipt voucher into Busy.

It was a team project; the WhatsApp cheque bot was mine to build and own.

Key features

Cheque processing

  • GPT-4o Vision OCR with orientation handling; documented 10+ OCR approaches to get handwriting right.
  • Queue-based bulk processing — send a stack of cheques at once.
  • Accuracy is measured from operator approve/disapprove feedback in the dashboard.

Quotation & catalog

  • RAG catalog search with LangChain/LangGraph + pgvector + OpenAI embeddings.
  • Busy integration over an RDP/SQL-Server bridge for parties, bills, and vouchers.

Architecture

Stack

  • FastAPI + PostgreSQL/pgvector + Redis
  • WhatsApp via Evolution API
  • Deployed on GCP Compute Engine behind Nginx

Results

  • Accuracy (self-reported, dashboard-measured)

    Impact: ~95%+ overall; ~99% catalog/party

  • Manual cheque entry

    Before: 5–30 minAfter: photo on WhatsApp

    Impact: no accounting-software training

Tech stack

FastAPI · OpenAI · Evolution API · PostgreSQL · pgvector · LangGraph · Redis · GCP · Nginx