Apply any control to any AI system.
Risk teams govern every agentic system without waiting on its developers, and every control they apply is guaranteed to be enforced.
A working agent is a long way from a production-ready one.
When evaluation, guardrails, and governance are separate systems, you lack a uniform way to see what your agents are doing, stop them, and answer for their actions.
The cost of getting governance wrong.
Define policies based upon your risk profile.
Identify policies and controls that are required from 240 regulations and frameworks by answering questions that define your AI risk profile.

Evaluation runs where the agent runs.
Akka can evaluate third party agents using their logs. Agents written in Akka run co-resident with evaluations enabling real-time interrupts and audit-grade evidence.

| Provenance | Every record and trace is immutable. |
| Fidelity | Akka evaluates what the agent did. |
| Actuation | Evaluation can act in time to stop a response. |
| Replay & counterfactual | Run tomorrow's guardrail against last quarter's real traffic. |
| Data residency | Govern the data without letting it leave. |
| Coverage & economics | Every interaction is evaluated. |
| Meta-audit | The evaluator is governed too. |
Something has to stop it when it goes wrong.
Guardrails act inline, sanitizers redact and mask, and Human escalations put a person in the loop.



A record an auditor or regulator will accept.
Every run leaves a durable evidence record you can hand to an auditor, mapped against a corpus of 240 regulations and frameworks.



An integrated platform.
The platform uses smart shared abstractions to make every AI system as efficient as possible.
| Akka SDK is the component model for building agentic systems. | → |
| Akka Specify builds agentic systems from your specifications and releases only what meets your definition of done. | → |
| Akka Optimize puts each request on the best model for the task, including smaller models trained on your data. | → |


