AI & Agentic AI

Document intelligence: from paperwork to validated data

Classification, extraction, validation and reconciliation for invoices, claims, contracts, forms and correspondence.

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Thick stack of paper files seen from the side

Documents are where enterprise processes slow down. Someone opens an attachment, reads it, decides what it is, and types its contents into a system. Multiply that by volume and it becomes one of the largest recurring costs in operations.

Modern document AI handles far more than OCR: it classifies varied layouts, extracts fields it has not seen in that exact position before, validates against your business rules and reference data, and — critically — knows when to stop and ask.

Extraction accuracy alone is not the goal. A pipeline that is 95% accurate and cannot tell you which 5% to check is unusable. We design for calibrated confidence and clean exception routing.

What you get

Manual keying reduced to reviewing exceptions
Validation applied consistently on every document
Faster cycle times without lowering the accuracy bar

What's included

Classification and routing

Identifying document type and intent on arrival, and routing to the right process automatically.

OCR and field extraction

Structured data from scans, PDFs, photographs and email bodies, including tables and varied layouts.

Validation against business rules

Extracted values checked against master data, contracts, tolerances and prior records before they are accepted.

Confidence and exception routing

Calibrated confidence per field, with low-confidence cases sent to a reviewer rather than passed through silently.

Human review interfaces

Side-by-side document and field views designed for fast correction, with corrections fed back.

System integration

Validated output written directly into ERP, CRM or line-of-business systems.

Where this applies

Invoices, purchase orders or remittances keyed in manually
Claims or applications arriving as scans and photographs
Contract portfolios nobody can query for obligations or dates
Onboarding paperwork that delays activation

Technologies

OpenCV
PyTorch
TensorFlow
Hugging Face
LangChain
Python
FastAPI

Related capabilities

Ready to talk about Document Intelligence?

Tell us about the process or problem, and we'll tell you plainly whether this is the right starting point.

Test it on your documents See our methodology

Or reach us directly at info@ontogenesistechnologies.com · +91-9999101853