The observability platform for AI agent operations
Companies are deploying AI agents to run critical operations. But they have zero visibility into what these agents actually do. Empress is the missing data layer that makes AI agents measurable, optimizable, and controllable at scale.
You can't optimize what you can't see
Just like Amazon can't run shipping without package tracking, you can't run AI agents without operational intelligence. Without observability, you can't:
One platform, three layers of value
Start with compliance. Expand to operations. Evolve into intelligence.
Compliance
EU AI Act requires auditable AI decisions by August 2026. Companies face €35M fines if non-compliant. Get complete audit trails with one-click reports.
- Complete audit trail in xAPI
- SOC 2, GDPR, HIPAA, EU AI Act
- Tamper-evident records
Operations
AI agents make business-critical decisions but teams can't measure performance, optimize costs, or ensure quality. Get real-time operational intelligence.
- Performance monitoring
- Cost analytics by agent
- Bottleneck identification
Intelligence
Companies can't systematically improve AI agents because they lack comprehensive operational data. Learn from every action and evolve continuously.
- Pattern detection
- Anomaly detection
- A/B testing infrastructure
Industry-standard format, portable and proven
xAPI has been the standard for learning and experience data for over 10 years. We're bringing this battle-tested format to AI agent operations. Your data is never locked in, always exportable, and recognized by compliance teams worldwide.
{
"actor": {
"name": "Finance Agent v2.3",
"account": { "name": "agent-892" }
},
"verb": {
"id": "processed",
"display": "processed refund"
},
"object": {
"id": "refund-127",
"definition": {
"name": "Customer refund $127.50"
}
},
"result": {
"success": true,
"extensions": {
"satisfaction": "+23%",
"cost": "$0.32"
}
},
"context": {
"extensions": {
"customer_ltv": "$4,200",
"reasoning": "High LTV, low risk"
}
}
}Answer questions that matter
Real operational intelligence for real business decisions
“Why did our refund agent approve 3x more returns today?”
“Which shipping routes is our agent choosing and are they optimal?”
“Our AI costs jumped 40% this month—why?”
“Agent v2.3 processes requests in 847ms vs v1.9 at 1,247ms”
“What decision patterns lead to customer complaints?”
“Are we compliant with EU AI Act Article 14?”
Works with any agent framework
One integration, permanent visibility. SDKs for Python, Node.js, Go, and a REST API for everything else. Get started in minutes.
track(
actor="support-agent",
verb="resolved",
object="ticket-892",
result={"success": True}
)
Know what your AI agents do
From compliance to operations to intelligence. Start with the data layer.