The AI Observability Platform for production model traffic.
When an agent breaks at 2am, on-call needs the prompt, the model version, the tool calls, the latency, and the eval score in one timeline. stackcontrolai captures every call end-to-end and turns AI behavior into something you can actually page on.
- SOC 2 Type II
- ISO 27001 ready
- EU AI Act aligned
- SaaS · VPC · self-host
AI failures look like 'the assistant got weird' — not a stack trace.
Drift, regressions, and hallucinations are detected by users, not monitors.
Latency and cost dashboards live in three vendors, none of them joined.
What ships with AI Observability Platform.
End-to-end traces
Prompts, tool calls, retries, and approvals in one timeline.
Eval scoring
Automatic hallucination, faithfulness, and custom evals per route.
Drift detection
Distribution shifts on inputs, outputs, and embedding spaces.
SLOs per route
p50 / p95 / p99 latency and quality SLOs with alerting.
One-click replay
Replay any failed run against a different model or prompt.
Exports
Stream traces to Datadog, Honeycomb, your SIEM, or the warehouse.
What is AI observability?expand
AI observability is the discipline of understanding what every model call did, why, and how well — from input through tool calls to scored output. It extends APM concepts (traces, metrics, logs) with AI-specific signals: evals, drift, and prompt/version provenance.
Do you integrate with our existing APM?expand
Yes. Traces export to Datadog, Honeycomb, Grafana Tempo, and OTLP-compatible backends. Metrics flow to Prometheus; logs to your SIEM. stackcontrolai is the AI-native layer that joins those signals.
How do you score quality on free-form outputs?expand
Configurable evals: rule-based, classifier, model-graded, and human-graded. Scores attach to traces, drive SLOs, and surface drift before users notice.
Can we trace agents and tool calls, not just single prompts?expand
Yes. A single trace can span a multi-agent workflow with tool calls, retries, approvals, and fan-out. Every span carries its model version, prompt fingerprint, and eval scores.
Run ai observability platform in your stack.
One control plane your security, finance, and platform teams already trust. Live console, no signup.