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Dimension 6: Strategic Coherence

Synchronized from the canonical website on 2026-09-06.

“Strategic coherence is as important as strategic excellence.” — Paul Gibbons

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STANDARDS — ENACTED GOVERNANCE

Whole-System Visibility

Someone has sight of the full AI landscape: agents, models, risk exposure, talent pipeline, strategic alignment. The CAIO dashboard is the governance instrument — where CTO data governance, CHRO talent data, and risk-function exposure maps converge. The CAIO doesn't own data infrastructure (CTO/CIO does). But the CAIO owns the question: are we locked into SaaS data moats? Is data portable? Data governance is the CTO's job; data strategy as it constrains AI adoption is the CAIO's.

Organizational Integration

Is the agent marketing built talking to the agent ops built? Is there a learning loop where one team's discovery accelerates another's? The CAIO's unique problem: the connective tissue of adoption. Pockets of excellence that don't connect are not a strategy — they're a coincidence.

Cross-Dimension Coherence

The five other dimensions must cohere. Decision rights contradicting agent authority = confusion. Talent strategy disconnected from risk intelligence = blind spots. Are six dimensions pulling together — or optimizing locally while the system fragments? Every governance decision traceable to a strategic objective; if it can't explain why it exists, it's bureaucratic accretion.

MEASURES — THREE-LAYER ASSESSMENT

Self-Report

“Can anyone describe the full AI governance picture?” “Do you know what other teams are building with AI?” If every team describes their initiatives but no one describes the system, coherence is absent.

Evidence Layer

CAIO dashboard: exists and integrates all six dimensions? Cross-team integration map. Organizational learning velocity: time from one team's discovery to another's adoption. Cross-dimension contradiction audit. Data portability score. Vendor lock-in assessment: SaaS moat exposure across AI estate.

Behavioral Observation

Does AI governance review happen as an integrated whole — or does each dimension present separately with no synthesis? “But that contradicts what we decided in risk governance” = coherence working. No one notices the contradiction = coherence absent.

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