Measure / Free AI product tools
Measurement Intelligence Framework
MIF Explorer: choose meaningful measures, understand their limits and build an evidence plan.
Load sample dataMeasurement Intelligence Framework.
MIF connects a decision to a balanced set of measures, their interpretation limits and the evidence needed to use them. It includes classic product KPIs and measures of governance, value, enablement, capability and AI behavior.
Portfolio health, vanity risk and suggested actions are transparent planning heuristics. They describe the selected portfolio, not observed product performance. Pair quantitative signals with qualitative evidence and keep dates, cohorts, denominators and ownership attached.
For AI-assisted experiences, distinguish assisted from unassisted outcomes and monitor quality, user control, operating cost and rework alongside volume.