When AI starts from the tool
Why AI initiatives become fragmented
There may be many ideas, but without shared direction and a decision model they do not lead to measurable results.
- 01The initiative lacks a clear business outcome
- 02Use cases are assessed separately rather than as a portfolio
- 03Data and process readiness remains unverified
- 04Accountability, risks and adoption are unclear
- 05The pilot never reaches real work or scaling