Two weeks embedded in your operation. I map where AI actually makes your team faster, what should stay boring deterministic automation, and what to ignore entirely. Then I hand you a costed, sequenced implementation plan you can execute with or without me. My doctrine after 25 years of deployments: AI for productivity, not production. AI accelerates your people; your people own the outcomes. No hype, no pilot graveyard, no paying for a demo that never touches your P&L.

What is included: a workflow and systems walkthrough (remote), staff interviews, a data and systems inventory, a written AI opportunity map ranked by time saved per dollar, a do-NOT-automate list, and a 90-day sequenced plan with cost estimates. This audit is the entry point for every larger engagement I take.