Building AI Automation Into Real Client Workflows

The best automation starts with a workflow audit, not a model benchmark. Find the repetitive handoffs first.

Use deterministic rules for high-confidence paths and AI only where judgment or summarization actually adds value.

Instrument the outcome, not just the prompt. The business metric is the only reason the automation exists.