Measurement: The Application Scorecard

For each truth, score your organization 1–5 on these dimensions:

Truth	Calendar	Budget	Code	Conversations
1. Learning > Planning	Experiments protected on calendar?	Budget allocated to exploration?	MVPs ship before comprehensive solutions?	"What did we learn?" asked regularly?
2. AI as Infrastructure	Platform team time vs. project team time?	Platform investment vs. vendor spend?	Self-service APIs exist?	Teams talk about AI as assumed capability?
3. Human-Machine Symbiosis	Job redesign sessions scheduled?	Training budget for interpretation skills?	Human override built into systems?	"Augmentation, not replacement" in job design?
4. System Coupling	Architecture reviews include dependency maps?	Debt remediation allocated centrally?	Contracts govern cross-team interfaces?	"What breaks?" asked before approval?
5. Ethics as Engineering	Ethics review on project timelines?	Red team exercises budgeted?	Bias testing in CI pipeline?	Ethics discussed in design reviews?
6. Structure Determines Outcomes	Cross-functional teams on org chart?	Reskilling program funded?	End-to-end ownership in code?	"Organize by outcome" in hiring?
7. Failure as Signal	Postmortems scheduled and protected?	Innovation budget ring-fenced?	Experiments ship with kill conditions?	Failures celebrated, repeats punished?
8. End of Gatekeeping	Self-service tools available?	Platform capabilities funded as investment?	Guardrails replace approval gates?	"Framework, not approval" in decision-making?

Target: Average ≥ 3.5 in month one, ≥ 4.0 in month three.