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Large People ModelHuman Operating Architecture
Manual assessmentAI Amplificationpercent

Agent action auditability

The share of agent actions backed by a complete, immutable audit record.

Formula

Agent action auditability

(agent actions with complete audit record / total agent actions sampled) * 100

Unit

percent

Direction

Higher is better

Cadence

Continuous for governed agents; monthly sample review.

Numerator

Agent actions with actor, action, context, approval, and outcome

Denominator

Total agent actions sampled

Worked Example

Audit sample of governed agent actions.

Agent actions sampled

1,200

Actions with complete audit record

1,050

Calculation

1,050 / 1,200 * 100

Result

87.5%

Interpretation

Auditability is strong but not complete enough for higher-risk autonomy.

Recommended action

Close logging gaps before increasing agent permissions.

Why it matters

This metric helps leaders see whether the ai amplification layer is healthy enough to support execution and AI readiness.

What it reveals

Whether governed agent activity can be reviewed, audited, and trusted.

Manual assessment method

Review whether agent actions are logged with actor, action, context, decision, approval, and outcome.

Lapemo calculation path

Supported where governed agent actions write audit records; live value depends on active action logging.

Interpretation Bands

Healthy

85-100%

Strong enough for normal operating review.

Watch

70-84%

Usable, but gaps should be assigned owners.

Risk

50-69%

Weak enough to slow execution or create risk.

Critical

<50%

Do not scale the related workflow without intervention.

Required inputs

  • Agent action logs
  • Actor
  • Action
  • Context
  • Approval
  • Outcome

Data sources

  • Agent logs
  • Audit logs
  • Governance workflow
  • Agent accountability checklist

Common pitfalls

  • Counting logs without approval or outcome
  • Sampling only successful actions

Recommended actions

  • Complete audit schema
  • Review failed actions
  • Block unaudited high-risk actions

Measure Before You Scale

Measure the operating model before AI amplifies it.

Use the Metrics Library to understand what to diagnose, what to monitor, and where Lapemo can turn framework metrics into operating intelligence.