
Most organizations are in the 95% who fail to extract value from AI investments.
The Failure Pattern
Deploy AI for tasks that seem benchmarkable, discover they’re context-dependent, watch AI underperform, abandon the project.
The Success Pattern
Identify actually benchmarkable tasks, start narrow, expand as capabilities mature, monitor benchmarks.









