Cost & Consumption
AI spend analytics and governance FinOps — attribution, budgets, policy enforcement, and chargeback in one view.
Governance & FinOps
Responsible-AI controls and financial operations working as one.
Governance Controls
Policy-as-Code Gates
Every inference call is evaluated against responsible-AI policies before execution.
Evidence Store
Immutable audit log of model, prompt class, decision, and approver for every call.
Anomaly Alerting
Spend spikes and runaway loops flagged within seconds, with auto-throttle option.
Model Risk Tiering
Each model classified by risk; high-tier usage requires human approval.
FinOps Practices
Showback & Chargeback
Apptio integration maps AI cost to business units for transparent internal billing.
Budget Enforcement
Per-team and per-use-case budgets with soft alerts and hard gates.
Unit Economics
Cost-per-query, cost-per-outcome, and cost-per-team tracked over time.
Anomaly Response
Runaway spend triggers throttling, notification, and optional auto-rollback.
Active Policies
| Policy | Scope | Status |
|---|---|---|
| Block PII to external foundation models | All teams | Enforced |
| Cap single-request tokens at 32K | All models | Enforced |
| Human approval for Opus-class calls | Research | Enforced |
| Throttle spend > $50/min per team | All teams | Enforced |
| Log every agent tool call | Agents | Enforced |