AI agent for document processing
An AI worker that reads your incoming documents, from contracts and forms to IDs and statements, pulls out the details you need, checks them, and sends them to the right place, with every step logged.
Unstructured documents are where work gets stuck
Contracts, application forms, identity documents, bank statements, delivery notes, certificates — the information your business runs on lives inside documents that no system can read on its own. So a person opens each one, finds the relevant fields, types them somewhere, files the document, and routes it onward. It is slow, it varies from person to person, and the backlog grows whenever volume spikes. Documents are the classic bottleneck: easy to receive, hard to process.
Reading a document, recognizing what it is, and pulling the right fields is a task that rewards an operator: consistent classification, consistent extraction, and a confidence score on every value so uncertainty is visible rather than hidden. The judgment about an unusual contract clause or a borderline ID stays human; the bulk reading and keying does not have to be.
What the document operator actually does
From inbox to structured record
- 01Classify. The operator identifies what each incoming document is — contract, invoice, form, ID, statement — so it can apply the right extraction template and routing.
- 02Read. It processes typed and scanned files, including handwriting where legible, normalizing them for extraction.
- 03Extract and score. It pulls the fields you need and attaches a confidence score to each, so low-confidence values are visible rather than silently wrong.
- 04Validate. It checks the extracted data against your rules and against connected systems — does this reference exist, does this total reconcile, has this document expired.
- 05Route. It files the document, posts the structured data to the right system, and sends anything low-confidence or unusual to a human with the original attached.
Careful with sensitive documents, honest about doubt
Documents often carry sensitive data, so handling is conservative. The operator runs in a contained environment and reaches your document store, OCR and extraction services, and downstream systems through a uniform tool gateway with scoped credentials. Extraction confidence is surfaced on every field, and an append-only log records each classification, extraction, validation, and routing decision, so any structured value can be traced back to the exact document and page it came from.
It never writes a low-confidence value as if it were certain.
What stays with your team
Your team keeps the interpretation and the exceptions: the non-standard contract, the ambiguous clause, the document that does not fit any template, the borderline identity check. The operator clears the high-volume base of routine documents and surfaces the rest for a person, with the original and the extracted draft side by side so review is fast. You set the confidence threshold and decide which document types route straight through versus always pass a human.
- You set the confidence threshold for straight-through processing versus human review.
- Sensitive or non-standard documents — unusual contracts, identity edge cases — always reach a person.
- Every structured value is traceable to its source document through the audit log.
What document types can the agent process?
Contracts, invoices, application forms, identity documents, bank statements, delivery notes, certificates, and more. It classifies each document first, then applies the right extraction template and routing for that type.
Does it handle scanned documents?
Yes. It reads typed and scanned files, including legible handwriting, and routes any low-confidence value to a person with the original attached.
How does it avoid extracting the wrong data?
It attaches a confidence score to every extracted field and validates against your rules and connected systems. Low-confidence values are routed to a human with the original attached, never written silently as if certain.
Where does the extracted data go?
It posts structured data to the right system — CRM, ERP, database, or document store — and files the original. Connections use scoped credentials behind the tool gateway and are mapped during setup.
Is it suitable for sensitive or compliance documents?
Yes. It runs in a contained environment with scoped access, logs every step for traceability, and routes non-standard or sensitive documents to a person for review.
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