Document data extraction

Turns the invoices, forms, and contracts piling up in your inbox into clean, structured data you can actually use.

What it does

• Extracts fields from invoices, forms, and contracts
• Outputs clean, structured data
• Validates and flags low-confidence values
• Pushes results to your systems

Common requests it handles

• Extract line items and totals from this invoice
• Pull the key fields from this form
• Structure these contracts into a table

Recommended models

Extraction with layout or scans often benefits from a multimodal model; for text-heavy docs a strong open model (Llama, Qwen) self-hosted keeps sensitive data in-house. Validate low-confidence fields whatever the model.

Tuning tips

• Define the exact fields and output format you need
• Add validation rules and flag low-confidence values for review
• Keep documents on your own infra if they're sensitive

What we need from you

• Sample documents and the fields you need
• Where the data should go
• Any validation rules

Good for

• Finance and operations teams
• High-volume document processing
• Killing manual data entry