Document AI

Extract, classify, and act on information locked inside your documents

Cogninest AI builds document intelligence pipelines that read PDFs, images, contracts, invoices, and forms the way a trained analyst would, but at machine speed and scale. From OCR and layout analysis to entity extraction and automated routing, we turn paper-bound processes into data-driven workflows.

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The Situation

Your operations team manually reads, classifies, and keys in data from hundreds of documents daily. Invoices pile up, contracts sit unreviewed, and compliance checks fall behind. Error rates are high, and the process does not scale with business growth.

The Deliverable

An automated document processing pipeline that ingests documents from any source, extracts structured fields with 95%+ accuracy, validates against business rules, and pushes clean data into your systems of record. Human review only for exceptions and edge cases.

In Production

Core use cases

Invoice

Invoice Processing

Extract line items, totals, vendor details, and PO numbers from invoices in any format. Three-way matching against purchase orders and receipts with automated exception flagging.

Contract

Contract Analysis

Identify clauses, obligations, dates, and risk terms across thousands of contracts. Compare versions, flag deviations from standard templates, and surface renewal deadlines.

Forms

Forms & Applications

Process structured and semi-structured forms including insurance claims, loan applications, and government filings. Map fields to your schema with validation rules.

Medical

Medical Records

Extract clinical entities, procedure codes, and patient data from medical documents. HIPAA-compliant pipelines with audit trails and role-based access.

Tech Stack

How it works

We combine vision models, OCR engines, and language models to handle the full spectrum of document complexity, from clean digital PDFs to handwritten forms.

  • AWS Textract / Azure Document Intelligence
  • Tesseract / PaddleOCR
  • GPT-4o Vision / Claude Vision
  • LayoutLM / DONUT / DocTR
  • Apache Tika / pdfplumber
  • Custom post-processing pipelines
Frequently Asked Questions

Document AI FAQs

PDFs (digital and scanned), images (JPEG, PNG, TIFF), Word documents, Excel files, and email attachments. We handle multi-page documents, tables, handwriting, and mixed layouts.

Ready to build AI that reaches production?

Book a strategy call with our engineering team. We will scope your use case, estimate timelines, and show you what production-grade AI looks like for your business.