Operations
Document intelligence and extraction
Turn unstructured documents - contracts, invoices, statements, forms, correspondence - into structured, validated, audit-traceable data that downstream systems can trust.
The problem
What this fixes.
Built for Operations, finance and shared-service leaders drowning in manual document handling, where accuracy and an audit trail both matter.
Skilled staff spend hours rekeying data from documents that arrive in dozens of formats.
Off-the-shelf OCR breaks on real-world layouts and offers no confidence signal or audit trail.
Errors propagate silently into finance and compliance systems, surfacing only at audit.
How we deliver it
From problem to production.
01
Classify
Documents are classified by type and routed, with low-confidence cases sent to a human queue rather than guessed at.
02
Extract
Fields are extracted with a confidence score per value and grounded to the exact region of the source document.
03
Validate
Business rules and cross-checks catch impossible values before they reach a system of record.
04
Post
Validated data posts to your systems with a full lineage record from source page to final field.
Outcomes
What good looks like.
0%
Manual handling time removed
0%
Straight-through processing on routine docs
0%
Extraction errors caught before posting
Indicative ranges drawn from comparable engagements, measured against a pre-AI baseline. Your figures are set and tracked from your own data during delivery.
What you get
Shipped, owned, documented.
Every engagement hands over working software in your repositories, with the evidence to run and audit it.
Document classification and routing pipeline
Field-level extraction with per-value confidence
Human-in-the-loop review queue for low-confidence cases
Validation rule set tuned to your document mix
Lineage and audit trail from source to system of record
Questions
What buyers ask first.
Low-confidence classifications and field values are routed to a human review queue rather than guessed. The confidence threshold is a tuned, owned parameter, not a hidden default, so you control the trade-off between automation and review.
Yes. Every extracted value is grounded to the exact region of the source document and carries a lineage record from source page to posted field. This is the difference between a tool that demos well and one that survives an audit.
Capabilities behind it