Systematic discovery of the metrics that AI makes necessary.
Every AI capability your organization deploys creates new decisions. Every new decision has failure modes. If no existing metric detects those failure modes, the failures are invisible. They accumulate cost, destroy value, and degrade performance in ways that never appear on a dashboard.
The Generative Metrics Institute uses the patent-pending Generative Metrics Discovery Framework to systematically find these invisible failure modes and produce computable KPIs to detect them.
An 8-step discovery method that works in any industry where AI creates unmeasured decisions:
1. Identify new AI capabilities. 2. Map capabilities to the decisions they create. 3. Identify invisible failure modes. 4. Define measurement gaps precisely. 5. Propose a computable KPI. 6. Ground in cross-disciplinary research. 7. Map to operational data infrastructure. 8. Design a validation pilot.
The framework operates generatively, discovering KPIs that should exist but haven't been conceived. This is the opposite of reactive AI monitoring.
1,031 KPIs across 35 industry verticals. 24 universal patterns identified (15 operational, 5 regulatory). Each KPI includes a computable formula, data source mappings, maturity classification, research grounding, and validation pilot design.
Browse all 35 verticals with complete KPI listings.
MRO and Maintenance, IT Operations, Software Development Lifecycle, Asset Reliability, Oil and Gas, Pharmaceutical Operations, Facilities Management, Rail Transportation, Water Treatment, Defense, Energy and Utilities, Fleet and Transportation, Nuclear Operations, Renewable Energy, Aviation, Maritime Industries, Data Centers, Telecommunications, Human Capital Management, Manufacturing, Mining, Healthcare, Financial Services, Insurance, Payments and Transaction Processing, Marketing, Process Industries, ISO Management Systems, MRO Supply Chain, Retail Operations, and more.
Free organizational self-assessment measuring AI governance maturity across 5 dimensions. Produces a maturity score, radar chart, gap analysis, vertical-specific KPI recommendations, and a phased implementation roadmap. Take the AI-GPS Assessment.
AI-Era KPI Reference Catalogs (compact 2-page-per-KPI format, one per vertical) and Practitioner Guides (full implementation depth with operational scenarios, worked examples, and platform-specific data mappings). Developed using the Generative Metrics Discovery Framework. Available on Amazon.
Framework licensing, custom vertical KPI discovery, assessment integration for platform vendors, and training programs. Learn about enterprise engagement.
Created by Jason Brock. The Generative Metrics Discovery Framework is patent-pending.