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Behavioral Governance — The Guardrails

Behavioral Governance Framework

Discipline 3 of 3 · Six dimensions · How the organization governs AI use

Behavioral Governance replaces compliance-first governance with enacted governance — governance that lives in what people do, not what policies say. Every dimension is assessed via a three-layer protocol: Self-Report → Evidence → Behavioral Observation.

The distinction matters: organizations routinely score themselves as "governed" on self-report measures while exhibiting ungoverned behavior in practice. This discipline closes that gap.


The Six Dimensions

# Dimension Focus
1 Decision Rights Who decides what, with what authority, under what constraints
2 Agent Authority How autonomous AI agents are authorized, bounded, and supervised
3 Risk Intelligence Dynamic risk sensing, not static risk registers
4 Governance Intelligence Board-level readout on AI governance maturity
5 1st-Derivative Talent The rate of capability change, not the snapshot
6 Strategic Coherence Alignment between AI strategy, business strategy, and governance

The Five Dials

Behavioral Governance tracks five organizational signals:

  1. Utilization Depth — How deeply AI is embedded in core workflows
  2. Capability Expansion Rate — The speed of skill acquisition
  3. Trust Stability — Whether trust in AI systems is calibrated or volatile
  4. Iteration Velocity — How fast the organization learns from AI deployments
  5. Leadership Delta — The gap between current and required leadership capability

Unique to This Discipline

  • Dashboard — Board-level governance readout
  • Tools — Risk register, audit templates, governance instruments
  • Behaviors — Governance behavioral norms and standards
  • Model Cards — Visual reference cards for each dimension

Three-Layer Assessment Protocol

Every dimension is assessed at three levels of evidence:

  1. Self-Report — What people say they do (surveys, interviews)
  2. Evidence — What artifacts and systems show (logs, documentation, audit trails)
  3. Behavioral Observation — What people actually do (observed practice, enacted behavior)

The gap between layers 1 and 3 is the governance maturity signal.


See 99_PROVENANCE.md for intellectual lineage.