
5. AI Value Realization & Adoption
Your AI program is "a success." Would your CFO sign that?
In 4–6 weeks: value cases with pre-implementation baselines, adoption instrumented from day one, full TCO down to the token—then a quarterly prove/pivot/stop discipline with real reallocation authority, installed and running.
Business cases are written to win funding, then never revisited. Adoption is assumed because licences were purchased. And total cost of ownership balloons quietly through tokens, cloud, integration, and change costs nobody baselined. Then the CFO asks the obvious question—and the answer is anecdotes.
We install the unglamorous discipline that prevents this: baseline before launch, instrument what people actually do, count all of the cost, and every quarter decide—prove it, pivot it, or stop it and fund the next bet. Stopping, here, is celebrated. That's what portfolio discipline looks like.
