Structured extraction
Key fields are captured from invoices, forms, contracts and correspondence in a usable format.
Capability / 03
Turn documents into dependable work.
Systems that read, classify, extract and produce documents with the checks needed to make the result useful in an operational process.
Built for the real work
Designed around how your team makes decisions.
Documents carry the information that often holds a process together, but they arrive in inconsistent formats and demand careful interpretation. The goal is not simply to read a file—it is to produce data and next steps people can rely on.
We combine model capabilities with validation, confidence thresholds and human review so automation speeds up the routine without hiding uncertainty.
Validation in context
Extracted information is checked against business rules and the surrounding data before it continues.
Finished outputs
The same workflow can draft, translate, summarise or route documents to the next person or system.
How we approach it
Characterise the document flow
We look at the range of formats, the fields that matter and the exceptions that currently need specialist attention.
Extract with validation
OCR and language or vision models produce structured data, which is checked against business rules and connected records.
Route the result
High-confidence work moves onward automatically while exceptions arrive with the source document and explanation attached.
Technology approach
The tools are selected for the work, not the other way around.
Understanding
- OCR
- Vision-language models
- Large language models
- Document classification
Processing
- Schema extraction
- Validation rules
- Confidence scoring
- Human review queues
Delivery
- Cloud storage
- Business systems
- APIs
- Secure audit trails
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