automation

Workflow Automation

Public overview of automation patterns that combine AI assistance with deterministic checks and human approval.

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Workflow automation is strongest when deterministic systems handle structure and AI handles language, classification or drafting. AISYSTEMS combines these parts through explicit boundaries.

Useful automation areas

  • Intake and routing
  • Document classification
  • Draft generation
  • Evidence collection
  • Review queues
  • Status reporting

What should stay deterministic

Permissions, secret handling, approval resolution, audit writes, retention and external sends should be deterministic and reviewable.

First workflow

Start with one workflow that saves time without creating new authority: read, classify, draft, submit for review and export evidence.