OUTPACE

PLAYBOOK · STRATEGY & GOVERNANCE

The AI Governance Operating Model Playbook

Stand up the decision rights, policy hierarchy, and operating cadence your AI estate needs to survive scrutiny.

38 pages · PDF · Strategy & Governance

What it is

A reference operating model for AI governance — not a generic framework, but a working set of charters, RACI matrices, and decision-rights tables you can adapt to your org chart. Aligned to NIST AI RMF and ISO 42001. Designed to be approved by a board, not admired in a deck.

Who it's for

Chief Risk Officers, Chief AI Officers, Heads of AI, and AI program sponsors who need to translate strategy into a working governance posture.

  • CROs and CAIOs designing the AI governance committee
  • Heads of AI translating strategy into operating cadence
  • Risk and audit leads aligning AI to NIST AI RMF / ISO 42001
  • Board-level sponsors needing a defensible posture

What you get

  • Reference AI Council charter and terms of reference
  • RACI matrix for AI decision rights (sponsor, owner, risk, audit, IT)
  • Policy hierarchy template — principles → standards → guardrails
  • Tier-based risk classification model with control requirements
  • Operating cadence: monthly scorecard, quarterly review, annual reset

What's covered

Inside the playbook

Section 1 · Why most AI governance fails

Three failure patterns — paperware governance, undefined decision rights, no enforcement at inference — and what changes if you fix them.

Section 2 · Decision rights and the AI Council

Who funds, who governs, who stops a use case. Reference charter, RACI, and committee composition you can adapt.

Section 3 · Policy hierarchy

Principles → standards → guardrails. How board-level commitments connect to runtime enforcement without losing meaning.

Section 4 · Risk tiering

Tier definitions aligned to NIST AI RMF and ISO 42001, control requirements per tier, and the assessment workflow that runs before any build.

Section 5 · Operating cadence

Monthly scorecard structure, quarterly strategy review agenda, annual portfolio reset — and how each ties back to the live AI estate.

Topics

GovernanceOperating modelNIST AI RMFISO 42001

Read it free

Sign in to read the full playbook

The full 38-page guide is available in the Outpace AI app. Free account, no credit card. Read in-browser, print to PDF if you want it offline.

Lastmile · Outpace AI

Want this implemented, not just downloaded?

Outpace AI's Strategy & Governance line stands this up as a delivered engagement — including the working RACI, the Council charter, and the operating cadence wired into your existing committees.