Playbook: Quiet Decommissioning of Zombie Pilot
AI pilots often fail quietly because of its artificial intelligence. They may not be scaling, but they also do not die. They will keep consuming tools, attention, data access, and trust.
AI ROI
Signal: More AI Usage does not equal more AI Value
More AI Usage does not always equal more AI Value, it can bring value but the speed is moving faster than most organisations can absorb. Value discipline is needed to ensure realistic value and ROI estimations.
Playbook: AI Value Ledger: Hours Saved Is Not EBIT
Playbook helps separate soft benefits, useful productivity, exit-rate value, and bankable impact. AI programs often count activity, usage, or claimed time savings long before the business can bank value. The missing discipline is a value ledger that links AI activity to an actual business mechanism.