RPA and AI automation: reviewing exceptions

Document extraction and data transfer can combine rules and models. Formats, scan quality and tool changes affect results. Automation needs validation before writing to business systems.

Ian · 2026-05-16

Practical guide

RPA and AI automation: reviewing exceptions

Document extraction and data transfer can combine rules and models. Formats, scan quality and tool changes affect results. Automation needs validation before writing to business systems.

Planning a first application

  1. Test representative documents, including unreadable examples.
  2. Validate fields, duplicates and consistency against business rules.
  3. Route exceptions to a person and record the destination result.

What to check before deciding

Compare end-to-end time, correct fields and correction work. Maintain controls for format or tool changes. Processing a document does not prove that its data is correct or saved in the ERP.

Primary reference: Anthropic · Building effective agents

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