AI Governance

The AI governance is the policies, the review boards, and the accountability for the model behavior (L373) — the policies (the AI's rules: the use L373, the data L313, the evals L341, L373), the reviews (the boards: the pre-deploy L373, the incident L373, L373), and the accountability (the model's behavior: the owner L373, the audit L322, L373) — the enterprise's (L380) models (L365), governed (L373).

The one-sentence interview answer: "The AI governance is the model's rulebook (L373). The policies (L373): the AI's rules (L373) — the use (L373): what the models (L365) may do (L373); the data (L313): what the models (L365) may learn (L373); and the evals (L341): the quality's (L341) bar (L373) — the groundedness (L337), the bias (L352), the safety (L325). The reviews (L373): the boards (L373) — the pre-deploy (L373): the model (L365) reviewed (L373) before the production (L307); and the incident (L373): the behavior (L335) reviewed (L373) after (L373). The accountability (L373): the model's behavior (L335) — the owner (L373): the business (L360) accountable (L373); and the audit (L322): the record (L322) of the behavior (L373). The risks (L373): the bias (L352) — the unfair (L352) outputs; the drift (L335) — the decay (L335); and the misuse (L317) — the abuse (L317). The AI shape (L173): the enterprise (L380) — the models (L365) governed (L373): the policies (L373), the reviews (L373), and the accountability (L373) — the model's (L365) rulebook (L373)."

Think of the AI governance as the airline's flight rules. The airline (the enterprise, L380) governs the flights (the models, L365): the rulebook (the policies, L373) — the routes (the use, L373), the passengers (the data, L313), and the safety checks (the evals, L341); the review board (L373) — the new aircraft (the pre-deploy, L373) inspected (L373) before the service (L307); and the accountability (L373) — the captain (the owner, L373) responsible (L373), the black box (the audit, L322) recording (L373). The risks (L373): the turbulence (the drift, L335), the wrong routes (the bias, L352), the unruly (the misuse, L317). The airline works because the rulebook is clear, the inspections happen, and the black box records (L373).

   the flight rules (the governance, L373)
   ┌────────────────────────────────────────────────────────┐
   │ the rulebook (the policies, L373) — the routes, the    │
   │ passengers, the checks (L341)                          │
   │ the board (the reviews, L373) — the inspections        │
   │ (L373)                                                 │
   │ the captain (the owner, L373) · the black box (the     │
   │ audit, L322)                                           │
   └────────────────────────────────────────────────────────┘

The mental model is the flight rules: the rulebook, the board, and the black box (L373).

   the model (L365)
        │
        ▼
   ┌────────────────────── THE POLICIES (L373) ─────────────────────────┐
   │  the use (L373): the allowed (L373) applications (L373)           │
   │  the data (L313): the allowed (L373) sources (L372)               │
   │  the evals (L341): the bar (L373) — the groundedness (L337),      │
   │  the bias (L352)                                                  │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE REVIEW (L373) ───────────────────────────┐
   │  the pre-deploy (L373): the evals (L341) and the board (L373)     │
   │  the incident (L373): the behavior (L335) reviewed (L373)         │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE ACCOUNTABILITY (L373) ───────────────────┐
   │  the owner (L373) · the audit (L322): the behavior (L335)         │
   └──────────────────────────────────────────────────────────────────┘

The flow is the governance: policies → review → accountability (L373).

• The policies (L373). The AI's rules (L373): the use (L373), the data (L313), the evals (L341).
• The reviews (L373). The boards (L373): the pre-deploy (L373), the incident (L373).
• The accountability (L373). The model's behavior (L335): the owner (L373), the audit (L322).
• The risks (L373). The bias (L352), the drift (L335), the misuse (L317).

• An enterprise engagement (L379). The governance (L373) — the policies (L373) and the reviews (L373).
• A model rollout (L365). The pre-deploy (L373) — the evals (L341) and the board (L373).
• A regulated AI (L371). The bias (L352) — the fairness (L352) — the review (L373).
• A high-stakes copilot (L371). The medical (L371) — the policies (L373) and the incident (L373).
• Anything enterprise (L380). The rulebook (L373) — the policies, the reviews, the accountability (L373).

The through-line: the rulebook is the model's — the policies, the reviews, and the accountability (L373).

Say it in four moves:

1. The policies. "The use, the data, the evals (L373)."
2. The reviews. "The pre-deploy (L373) and the incident (L373)."
3. The accountability. "The owner (L373) and the audit (L322)."
4. The risks. "The bias (L352), the drift (L335), the misuse (L317)."

• The policy is the bar (L373). The evals (L341) — the groundedness (L337), the bias (L352), the safety (L325) — the bar (L373) the models (L365) must meet (L373).
• The board is the gate (L373). The pre-deploy (L373) — the model (L365) reviewed (L373) before the production (L307) — the gate (L373) of the governance (L373).
• The owner is the accountability (L373). The business (L360) — the model's (L365) behavior (L335) owned (L373).
• The audit is the record (L322). The behavior (L335) — the who, the what, the when (L322) — the black box (L373).
• The incident is the learning (L373). The behavior (L335) reviewed (L373) — the policy (L373) updated (L373) — the loop (L373).

• The deploy-and-forget (L373). The model (L365) deployed (L307) without the review (L373) — the governance (L373) skipped (L373).
• The policy-less (L373). The use (L373) and the evals (L341) undefined (L373) — the bar (L373) unknown (L373).
• The board-less (L373). The model (L365) un-reviewed (L373) — the bias (L352) and the drift (L335) slip (L373).
• The owner-less (L373). The behavior (L335) un-owned (L373) — the accountability (L373) lost (L373).
• The un-audited (L322). The behavior (L335) un-recorded (L322) — the incident (L373) unreconstructed (L373).

• Define the policies (L373) — the use (L373), the data (L313), the evals (L341).
• Review before the deploy (L373) — the evals (L341) and the board (L373).
• Own the behavior (L373) — the business (L360) accountable (L373).
• Record the audit (L322) — the black box (L373).
• Review the incidents (L373) — the policy (L373) updated (L373).

Q: Walk me through the AI governance.

A: The model's rulebook (L373). The policies — the use, the data, the evals (L373). The reviews — the pre-deploy and the incident (L373). The accountability — the owner (L373) and the audit (L322). And the risks — the bias (L352), the drift (L335), the misuse (L317).

Q: What's in the policies?

A: Three (L373): the use (L373) — what the models (L365) may do (L373); the data (L313) — what the models (L365) may learn (L373); and the evals (L341) — the quality's (L341) bar (L373): the groundedness (L337), the bias (L352), the safety (L325). The policies (L373) define the bar (L373).

Q: How do the reviews work?

A: Two boards (L373): the pre-deploy (L373) — the model (L365) evaluated (L341) and reviewed (L373) before the production (L307); and the incident (L373) — the behavior (L335) reviewed (L373) after (L373), the model (L365) retired (L373). The reviews (L373) enforce the bar (L373).

Q: What's the accountability?

A: The owner (L373): the business (L360) accountable (L373) for the model's (L365) behavior (L335); and the audit (L322): the record (L322) — the who, the what, the when (L322) — the black box (L373). The accountability (L373) is the governance's (L373) teeth (L373).

• What's in the policies (L373)?
• How do the reviews work (L373)?
• What's the accountability (L373)?
• What are the risks (L373)?
• What's the audit (L322)?

The senior read: the three parts compose the rulebook (L373).

// The AI governance (L373) — the policies, the reviews, the accountability (L373).
// 1 · THE POLICIES (L373) — the bar (L373).
const policy = {
  use: ['support', 'summarization'],              // the allowed uses (L373)
  data: { sources: ['help-center'], consent: true },   // L372, L312
  evals: {
    groundedness: 0.9,                            // the bar (L337, L341)
    bias: { maxDisparity: 0.05 },                 // the fairness (L352)
    safety: 'guardrails-pass',                    // the L325 (L325)
  },
};

// 2 · THE REVIEW (L373) — the pre-deploy (L373).
async function reviewForDeploy(model) {
  const evals = await runGoldenSet(model);        // the evals (L341, L342)
  const board = await boardReview(model, evals);  // the board (L373)
  if (!board.approved) return { approved: false, reasons: board.reasons };
  return { approved: true, model };
}
// the deploy (L307) — only on the approval (L373)

// 3 · THE ACCOUNTABILITY (L373) — the owner and the audit (L373).
const ownership = { model: 'support-copilot', owner: 'support-org' };  // L373

// 4 · THE INCIDENT (L373) — the behavior reviewed (L373).
async function onIncident(model, behavior) {
  await audit.log({ model, behavior, at: Date.now() });   // L322
  const review = await boardReview(model, { incident: behavior });
  if (review.retire) await retireModel(model);            // L373
}

What the reader must SEE — the rulebook, applied:

  use + data + evals bar    → the policies (L373)
  runGoldenSet + boardReview → the pre-deploy (L373)
  owner: support-org        → the accountability (L373)
  onIncident → audit + board → the incident (L373)

  The policies, the reviews, the accountability (L373).

• The review is the deploy's speed (L373). The evals (L341) — the board (L373) — the gate (L373) before the production (L307).
• The evals are the gate's cost (L341). The golden set (L342) — the tokens (L332) per review (L373).
• The audit is the storage's (L322). The behavior (L335) — the retention (L322) — the black box (L373).
• The governance is the risk's (L373). The bias (L352) and the misuse (L317) — the enterprise's (L380) risk (L373) bounded (L373).

• The AI governance = the model's rulebook (L373): the policies, the reviews, the accountability.
• The policies: the use (L373), the data (L313), the evals (L341).
• The reviews: the pre-deploy (L373), the incident (L373).
• The accountability: the owner (L373), the audit (L322).
• The risks: the bias (L352), the drift (L335), the misuse (L317).

AI GOVERNANCE = the policies, the reviews, the accountability

THE POLICIES (L373)
  the use (L373) — what the models (L365) may do (L373)
  the data (L313) — what the models (L365) may learn (L373)
  the evals (L341) — the bar (L373): the groundedness (L337),
  the bias (L352), the safety (L325)

THE REVIEWS (L373)
  the pre-deploy (L373) — the evals (L341) and the board (L373)
    before the production (L307)
  the incident (L373) — the behavior (L335) reviewed (L373),
    the model (L365) retired (L373)

THE ACCOUNTABILITY (L373)
  the owner (L373) — the business (L360) accountable (L373)
  the audit (L322) — the black box (L373): the who, the what,
  the when (L322)

THE RISKS (L373)
  the bias (L352) · the drift (L335) · the misuse (L317)

INTERVIEW, 4 MOVES
  1 policies  "the use, the data, the evals (L373)"
  2 reviews   "the pre-deploy and the incident (L373)"
  3 accountability "the owner and the audit (L373)"
  4 risks     "the bias, the drift, the misuse (L373)"

You now hold the rulebook: the policies, the reviews, and the accountability — with the inspections and the black box. The airline's flights are governed — and every model has its captain (L373).

Next: the RTO, the RPO, and the multi-region AI story — Disaster Recovery & Business Continuity (L374).