Controlled Document Processing System

AI-assisted document processing with human review built in

Classifies and extracts information from operationally sensitive documents, then requires validation and human review before that information moves into the next operational process.

What was happening

Sensitive operational documents needed consistent processing without removing human oversight.

The operational problem

Automated classification and extraction did not by themselves ensure that information was ready for the next operational process.

What Brunova built

Brunova built an AI-assisted document process in which validation and human review are required before information can move forward.

What the system controls

AI prepares structured information; validation and human review determine whether it proceeds.

What changed

Documents can be processed with AI assistance while human judgment remains part of the operation.

Technical detailHow the system works, its decisions and safeguards

System architecture

AI prepares structured information; validation and human review determine whether it proceeds.
  1. Document intakeOperationally sensitive source documents
  2. Classification + extractionAI-assisted structured processing
  3. Validation + reviewControl boundary with human judgment
  4. Downstream workflowReviewed information enters the operating process

Key engineering decisions

  • Separate classification and structured extraction from validation.
  • Keep human review inside the system boundary rather than treating it as an exception outside the workflow.
  • Integrate reviewed outputs with the downstream operational process.

Reliability and safeguards

  • Structured validation before downstream use
  • Human review for operationally sensitive documents
  • A defined handoff into the downstream workflow

Capabilities involved

Facing a similar operational problem?

Tell us what is difficult to operate, control or change.

Start a conversation