Enterprise AI,
operationalized at scale.
I design enterprise AI operating models: governance, adoption, measurement, and change management that move large organizations from AI experimentation to repeatable execution and measurable business impact.
Based
Espoo, FI
Focus
AI Operating Models
Outcomes, not opinions.
Every number below is measured against a baseline and reported to senior leadership. No vanity metrics, no projections.
65%
Increase in AI adoption across engineering teams
5×
Scale-up of an AI-enabled solution in 8 weeks
31
Engineer-years of annual capacity unlocked
100:1
Return on transformation effort invested
74k
Employees impacted by a global transformation program
255
Strategic roadmap items governed across 20 workstreams