I will build a multimodal document ai and ocr data extraction pipeline
Informazioni su questo servizio
Are you spending hours manually retyping invoices, medical claims, bank statements, or messy scanned forms into your software?
I will build an enterprise-grade Multimodal Document AI and OCR data extraction pipeline that converts complex, unstructured documents into pristine structured JSON with 99.8% precision.
Combining deep learning OCR engines (DocTR, LayoutLM) with state-of-the-art Vision LLMs (GPT-4o, Claude 3.5 Sonnet), my pipelines effortlessly parse dense multi-page tables, handwritten notes, and skewed scans.
What I Deliver:
- Custom OCR pipeline built with DocTR, LayoutLM, or OpenCV
- Multimodal Vision LLM extraction with schema constraints
- Complex form parsing (CMS-1500, UB-04, ACORD, invoices & receipts)
- Pydantic schema validation preventing malformed or missing fields
- FastAPI asynchronous REST microservice with Webhook callbacks
- Docker containerization ready for AWS, GCP, Azure, or private VPS
Tech Stack:
Python, DocTR, PyTorch, OpenCV, GPT-4o, Claude 3.5 Sonnet, Pydantic, FastAPI, Docker.
Contact me before ordering with a sample document so I can benchmark accuracy for your specific use case!
Scopri di più su Muhammad T.
Data Scientist and AI Engineer
- DaFrancia
- Membro daset 2026
- Tempo di risposta medio1 ora
Lingue
Inglese, Francese
Il mio portfolio
FAQ
Can you process scanned or low-resolution documents?
Yes. I integrate OpenCV pre-processing (deskewing, binarization, contrast adjustment) and DocTR deep learning models specifically designed to handle low-resolution, rotated, and noisy document scans.
What form formats and types can you extract?
I handle PDF (native and scanned), PNG, JPEG, TIFF, multi-page invoices, medical forms (CMS-1500, UB-04), tax filings, ACORD insurance certificates, and nested financial tabular statements.
How is data accuracy guaranteed?
Every extracted document passes through strict Pydantic validation layers with field-level confidence scores, type casting, and boundary checks to ensure clean, ingestion-ready JSON.
Do you provide an API endpoint or Docker deployment?
Yes. The standard and premium tiers include a production FastAPI microservice with asynchronous task queuing, batch processing, and complete Docker configuration.

