AI strategy & operating models
Vision, guardrails, and multi-year roadmaps built with executives, then the operating model that turns one-off pilots into a repeatable capability. I’ve led the shift from centralized delivery to hub-and-spoke enablement more than once.
- Roadmaps in 90 days
- Hub-and-spoke
- Use-case discovery


