Data Extraction

Unstructured to structured,
automatically

Turn documents into data your systems can use. No more copy-paste. No more data entry errors. AI-powered extraction at scale.

Tables & Forms Key-Value Pairs Named Entities Structured Output API Integration Tables & Forms Key-Value Pairs Named Entities Structured Output API Integration Tables & Forms Key-Value Pairs Named Entities Structured Output API Integration Tables & Forms Key-Value Pairs Named Entities Structured Output API Integration

Beyond manual data entry

Your data is trapped in documents. Getting it out costs time, money, and accuracy.

Data locked in documents

Valuable information buried in PDFs, scans, and forms. Your systems can't use it until someone manually enters it.

Hours of manual entry

Skilled staff spending time on repetitive data entry. High cost, low value, prone to errors.

Data quality issues

Typos, transpositions, and missed fields. Errors compound through your systems. Cleanup is expensive.

Inconsistent formats

Every vendor, every form, every document type is different. Handling variations manually doesn't scale.

What we build

AI-powered extraction pipelines that turn documents into clean, structured data.

Table & Form Extraction

Extract structured data from tables, forms, and complex layouts. Handle multi-page tables, merged cells, and nested structures automatically.

Validation & Normalization

Clean and validate extracted data automatically. Standardize formats, check against reference data, and flag anomalies before they enter your systems.

API & System Integration

Extracted data flows directly to your systems via API. JSON, XML, CSV—whatever format your systems need. Real-time or batch processing.

Confidence Scoring & Human Review

Every extraction includes a confidence score. Low-confidence results route automatically to human review. Your team validates only what needs validation, while high-confidence extractions flow straight through. The system learns from corrections and improves over time.

Data we extract

Structured output from unstructured documents.

Entity Extraction

  • Names & contacts
  • Companies & organizations
  • Dates & times
  • Addresses & locations

Financial Data

  • Invoice line items
  • Amounts & currencies
  • Account numbers
  • Tax calculations

Document Metadata

  • Document type & date
  • Reference numbers
  • Parties & signatories
  • Version information

Custom Fields

  • Industry-specific data
  • Policy numbers
  • Claim details
  • Any field you define

How it works

A typical data extraction engagement follows this path.

01

Schema Definition

We define exactly what data you need extracted. Field names, types, validation rules, and output formats—all documented and approved.

02

Model Training

We train extraction models on your actual documents. The more variations we see, the more robust the extraction becomes.

03

Pipeline Build

Build the complete extraction pipeline—input handling, extraction, validation, normalization, and output delivery.

04

Deploy & Improve

Production deployment with monitoring. The system improves continuously as it processes more documents and learns from corrections.

Results you can measure

Data extraction automation delivers immediate, measurable ROI.

95%+
Extraction accuracy
For trained document types
90%
Less manual entry
Straight-through processing
99%
Data quality
Automated validation
Seconds
Per document
Not minutes or hours

Ready to unlock your document data?