“We’re supposed to have an AI strategy.”

AI with Measured ROI

Boards want AI; budgets want returns you can defend. The hard part is measuring honestly, and being straight about where AI will not work in a given business.

What I've done

  • Delivered productivity gains equivalent to roughly 30 FTE through AI, automation, and process redesign.
  • Quantified through activity-level ROI analysis with the managers who own the work.
  • Redirected initiatives when data quality or specialized judgment made them unwinnable; AI readiness starts with data readiness.
  • Working with OpenAI models since before ChatGPT’s public release.

Working through something similar? I'm glad to compare notes. Get in touch