A three week AI deployment is realistic because the models already exist. The work is access, boundaries and a definition of done. Here is what each week holds.

Measuring AI ROI honestly means counting the hours that actually left the week, not the hours a tool claims to save. Here is the arithmetic most reports skip.

AI pilots fail at the same point every time. Deloitte puts 38% of firms piloting agents and 11% running them in production. The gap is not a technology problem.