AI systems under control.
Identity, authority and dependencies.
Every agent, model, tool, owner and environment gets a durable identity and change history.
| System | Type | Version | Environment | Authority | Trust |
|---|---|---|---|---|---|
| Customer Support Agent | Agent | 2.4.1 | Production | Payments + CRM | REVIEW |
| Legal Research Copilot | Agent | 7.2 | Production | Search only | ASSURED |
| Finance Reconciliation | Workflow | 3.8 | Production | ERP write | BLOCKED |
Evidence → findings → trust.
Independent evaluations are attached to exact versions and correlated with observed execution.
Latest assessment
Decision chain
Make policy executable.
Deployment gates, approval workflows and runtime authorization consume the same assurance state.
Production deployment
Block a release when critical assurance requirements are unmet or stale.
Tool authorization
Check identity, intent, context, data sensitivity and current trust before a consequential action.
Four-eyes control
Route high-impact actions to named approvers with evidence and immutable audit history.
See what actually happened.
Trace ingestion turns execution into evidence rather than relying on post-hoc reports.
| Time | System | Action | Tool | Policy | Decision |
|---|---|---|---|---|---|
| 10:04:18 | Support Agent | refund | payments | refund.approval | ALLOW |
| 10:05:01 | Support Agent | delete_customer | crm | customer.write | DENY |
| 10:06:12 | Finance Agent | transfer | banking | high_value | REVIEW |
Turn failures into organizational memory.
Recurring failure patterns
Correlate failures across agents, models, tools and vendors to identify systemic controls.
What breaks if this changes?
Trace a model, tool or policy change to every affected production system.
Re-assure before migration
Run the same workload and attack suite against candidate models before switching vendors.
Audit without reconstruction.
Meet the existing stack.
AAI is designed to sit alongside existing model, cloud, identity, observability and security infrastructure.
OpenTelemetry
Trace ingestion and execution evidence.
CI/CD
Release gates and change-triggered evaluation.
Identity
Entra, Okta and service identities.
Security
SIEM, gateways and incident workflows.