AI INTELLIGENCE
Evidence-first intelligence, governed by design.
AI accelerates prioritization, prediction, and investigation — while deterministic boundaries, governance policies, and replay validation determine authority.
AI Control Plane
AI enhances control — it does not replace it.
- • AI ranks and explains signals
- • AI predicts risk and drift likelihood
- • AI suggests bounded remediation
- • Deterministic logic defines incident boundaries
- • Governance determines execution authority
- • Replay validates AI-influenced decisions
What AI is not
- • Not black-box incident authority
- • Not unbounded automation execution
- • Not policy bypass
- • Not unverifiable decision-making
Intelligence services
Signal Ranking & Confidence
Input
Alerts, telemetry, historical patterns
Output
Prioritized signals with confidence scores
Guardrail
Cannot create or merge incidents — annotation only
Incident Explanation
Input
Deterministic incident timeline
Output
Evidence-linked natural language explanation
Guardrail
Must reference incident timeline anchors
Risk & Drift Prediction
Input
Configuration change + topology + blast radius model
Output
Predicted impact zones and risk score
Guardrail
Remediation requires policy + approval
Remediation Recommendation
Input
Incident context + runbook library
Output
Bounded action suggestions with required approvals
Guardrail
Execution remains policy-scoped
Replay-Augmented Validation
Input
Historical telemetry replay
Output
Validation of recommendation impact
Guardrail
Promotion requires replay pass
Every AI output has an audit-grade decision trace
Replay-driven model lifecycle
- 1. Observe telemetry and deterministic outcomes.
- 2. Generate AI recommendation.
- 3. Validate recommendation on historical replay data.
- 4. Measure false positives / false negatives.
- 5. Promote refined model or policy update.
- 6. Record lifecycle update in audit ledger.
Isolation is non-negotiable
AI models operate within strict tenant partitions. No cross-tenant telemetry mixing. No shared inference leakage. Every AI rationale and input is recorded for audit visibility.