I will build an ai powered invoice and document data extraction system


About this gig
Manually keying in invoice data is slow, error-prone, and it doesn't scale. If you process dozens to thousands of invoices a month, I build custom AI-powered systems that read PDFs and scanned images, extract the fields that matter, and only involve a human when a document actually needs one built the way fintech teams build it, not a weekend script.
WHAT YOU GET
- OCR + AI extraction (rule-based, LLM/VLM, or hybrid) for invoice number, supplier, dates, VAT/tax, line items, and totals
- A validation gate (e.g. subtotal + VAT = total) so a confident-looking AI mistake never gets silently auto-approved
- Confidence-based routing: clean invoices process automatically, anything uncertain goes to human review
- Documented REST API (FastAPI + PostgreSQL), fully Dockerized
I recently built a full invoice intelligence platform end-to-end swappable extraction backends, a hallucination guard, safe A/B testing on live traffic, and drift monitoring that catches accuracy issues early. Same engineering discipline, scoped to whatever size you need.
Message me with a few sample documents and your monthly volume before ordering, so I can confirm scope and point you to the right package.
Get to know Nirvana F
ML Engineer
- FromNetherlands
- Member sinceAug 2026
- Avg. response time1 hour
Languages
English
My Portfolio
FAQ
Do you use OCR, AI/LLMs, or both?
Both, depending on your documents. OCR (Tesseract) handles scanned images and PDFs; LLM/VLM extraction (Claude, GPT, or open models) handles fields that need context or vary in layout. I'll recommend the right mix for your case rather than defaulting to the most expensive option.
What stops the AI from just making something up?
Every extracted value is checked against the source document text before it's trusted, and every value passes a deterministic validation gate (e.g. line items must sum to the subtotal) before anything is auto-approved. The AI proposes; arithmetic disposes.
Can this handle scanned images, not just digital PDFs?
Yes — the OCR stage is built for both
Can you integrate this with my existing accounting software, ERP, or database?
Yes, that's standard scope for the Standard and Premium packages. Share your system's API docs (or name) when you message me and I'll confirm feasibility before you order
I already have an invoice processing system that's slow or unreliable — can you improve it instead of starting over?
Yes. I design extraction as a swappable component, so an existing system can usually be modernized piece by piece behind the same interface, rather than replaced in one risky rewrite
Do you handle non-English invoices or multiple currencies?
Yes — I build with multi-currency and VAT/tax-rate handling in mind from the start (including EU VAT/BTW), not just USD/sales-tax logic
Is my data kept private?
Your documents and data are used only to build and test your delivery, code and access are handed over to you, and I'm glad to sign an NDA for sensitive data.
What if I need changes after delivery?
Each package includes revisions and a support window (see the pricing table). Beyond that, I'm happy to quote further work separately.

