Teams spend hours opening files, finding fields, renaming documents, checking totals, and copying information into another system.
03 / Document AI
Document AI, OCR & Data Extraction
Turn PDFs, forms, scans, emails, and drawings into checked structured data.
Use document AI and OCR to classify files, extract structured data, validate results, and send uncertain cases for human review.
The pipeline combines OCR, layout-aware extraction, document classification, deterministic validation, evidence links, and human review. AI never silently turns uncertainty into final data.
What the build includes
A complete production workflow.
Secure document intake
Email, upload, API, or storage ingestion with file validation, deduplication, and processing status.
OCR and extraction
Text, tables, labels, entities, and page-level evidence converted into a versioned structured schema.
Validation and review
Required fields, totals, cross-document checks, confidence thresholds, and reviewer corrections.
System export
Approved data pushed to a database, CRM, ERP, accounting platform, CAD pipeline, or downstream API.
Technology and fit
Built with the right tools, not every tool.
The exact stack follows the workflow, security requirements, existing systems, and deployment environment.
Technologies
Azure Document IntelligenceGoogle Document AIAWS TextractOCRClaude VisionGPT-4.1PythonFastAPI
Industries
AccountingLegalLendingInsuranceConstructionHealthcare
Expected outcomes
- →Faster document intake
- →Less copy-paste
- →Evidence-linked fields
- →Clear review queues
- →Structured downstream data
Common questions
Before we scope it.
Can document AI process scanned and photographed documents?
Yes, when image quality is sufficient. We validate file quality, apply OCR, and flag pages or fields that cannot be read reliably.
How do reviewers verify an extracted field?
Each extracted value can retain its source document, page, bounding region, confidence, and validation history so the reviewer can inspect the evidence.
Can the output connect to our existing software?
Yes. Approved records can be exported through APIs, files, database writes, queues, or controlled browser and desktop automation where an API is unavailable.
Next step
Discuss this system ↗Start with one useful release.
Show us the current process. We will recommend the first build, integrations, price range, and what should wait.