Diagnostic Frameworks
Five diagnostic lenses for enterprise leaders. Each framework uses a distinctive metaphor as architectural scaffolding combined with a quantitative measurement system. Together they reveal what's really happening inside your organization.
STACK Operating Model
"The integrated operating model every enterprise services org needs. They just don't know it yet."
Strategy, Transformation, Automation, Content & Knowledge. Five capabilities that every services organization runs as disconnected silos. STACK says: these are not five teams. They are one system. Invented at Google for People Operations at a 200,000-person company. Applicable to any enterprise with services at scale.
Agentification Prioritization Framework
"How to compare and sequence 83 AI agent opportunities when their impact dimensions are incommensurable."
A structured methodology for identifying, scoring, and sequencing AI agent opportunities across an enterprise. Four impact dimensions (Efficiency, Quality/Risk, Speed, Strategic Elevation) multiplied by three feasibility dimensions. Four strategic weight profiles let leadership choose their posture. The weights are the strategic conversation. The ranking is the consequence. Applied to 83 real agent opportunities at a 200,000-person organization.
Organizational Metabolism Index
"How fast can your organization absorb AI?"
Measures the speed at which an enterprise can absorb and operationalize AI. Not how much AI capability exists, but how fast the organization can metabolize change. The binding constraint is absorption speed, not capability.
Human Ether Index
"What's the real productivity of your workforce.after all invisible overhead?"
Quantifies the gap between theoretical capacity and actual output. Most organizations assume 80% productivity; reality is ~16%.a 6.3x multiplier hiding in plain sight. HEI measures the invisible overhead that eats capacity before work even begins.
The Margin Thesis
"How vulnerable is your workforce to AI displacement.and are you ready?"
Trillions in AI infrastructure investment need returns. Those returns must come from displacing white-collar labor. Organizations restructuring proactively will thrive; those waiting will be restructured by the market.
Agentification Readiness Index
"Is your organization ready for AI agents to do real work?"
Maps the 2x2 matrix of Content Maturity (knowledge documentation) x Context Maturity (decision rules clarity). Both must be high for agents to succeed autonomously. Most organizations have high content but low context.agents fail not from ignorance but from ambiguity.
Product Pharmacopoeia
"Is your product portfolio healthy, or are you prescribing the wrong medicine?"
Every product feature is medicine: Painkillers (urgent pain), Vitamins (long-term health), Antibiotics (systemic rot), Vaccines (prevention), Diagnostics (reveal issues). Most teams overdose on Vitamins while users bleed out.