Let people review the exceptions.

Document intake that extracts information, checks requirements, and routes uncertain cases to a person.

Replace · Illustrative scenario

A proposed workflow, not a deployed client system. No client outcomes or savings are claimed.

All examples

The problem.

A team opens every incoming document, retypes key details, and checks the same requirements. Clear-cut cases consume the same attention as unusual ones, while missing information is discovered late in the process.

The proposed approach.

Replace repetitive intake with a workflow that extracts candidate information, applies explicit business rules, and identifies what a person needs to review. AI can interpret variable documents; rules determine which requirements have been satisfied. The original document remains available for verification.

How the work changes.

Before

  1. Open each incoming document.
  2. Copy key details into a record.
  3. Check required information manually.
  4. Send follow-ups and record the decision.

After

  1. Capture the document and its source.
  2. Extract candidate fields with source references.
  3. Validate requirements and flag uncertainty.
  4. A person reviews exceptions and approves the next step.
Illustrative workflow. The steps are proposed, not measured client results.

What we would build.

  • Document intake and structured candidate records.
  • An explicit validation and exception-routing workflow.
  • A review interface with original sources and decision history.

Where people
stay in control.

  • Uncertain or sensitive cases require human review.
  • Extracted details can be checked against the source.
  • Duplicate intake and retry behavior are tested before rollout.

What to measure.

Capture the current process first, then compare the pilot against it using the same definitions and representative work.

  • Handling time per document.
  • Rework and extraction error rates.
  • Exception rate and time waiting for review.

These are evaluation measures. Results would depend on the actual workflow, its users, and the implementation.

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worth solving?

A process that should run better. An AI initiative that needs to become operational. A tool your business wishes existed.

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