Operations

Operational use cases often involve repetitive tasks, fragmented information, and workflows that depend on routing, summarization, or structured extraction.

Candidate workflows

• document classification and data extraction
• internal knowledge retrieval
• routine routing and status preparation
• first-draft operating documentation

Evidence to gather

Measure cycle time, rework, exception frequency, reviewer effort, and the cost of incorrect routing or extraction against the existing process.

Staying in charge

Delegated: bounded extraction, summarization, drafting, or routing steps.

Monitored: acceptance rate, exceptions, data exposure, downstream errors, and override patterns.

Accountable: the process owner remains answerable for workflow design and outcomes; designated operators review exceptions and can stop or reroute work.