Measure What Matters: Instrumentation and Baselines
Bake telemetry into user journeys, workflows, and APIs at the start. Capture adoption rates, time saved, error reduction, and revenue impacts. Keep measures lightweight but reliable so product teams iterate faster with real, trusted evidence.
Measure What Matters: Instrumentation and Baselines
Record pre‑change performance and external factors to avoid wishful attribution. Model the counterfactual—what would have happened without the change—so ROI claims remain credible in board discussions and withstand scrutiny from finance and auditors alike.