Starseer monitors AI model behavior in production: trace anomalies, enforce runtime policies, and get alerted when model outputs drift.
Every component designed around the real operational challenges of deploying AI at scale.
Capture every input, output, and intermediate step your AI models produce. Full request-response tracing with sub-millisecond overhead.
Define behavioral guardrails and enforce them at inference time. Block, log, or reroute outputs that violate your compliance rules.
Statistical monitoring of model output distributions over time. Get notified when your model starts behaving differently — before users notice.
Intelligent alerting that goes to the right team at the right severity. Integrates with PagerDuty, Slack, and your existing incident workflow.
Tamper-evident audit logs for every AI decision. Built for SOC 2, GDPR, and emerging AI regulation requirements.
Drop-in instrumentation for Python, TypeScript, and Go. Works with LangChain, HuggingFace, and every major AI framework out of the box.
Three steps from integration to full AI runtime visibility.
Add the Starseer SDK to your AI service — three lines of code. Works with your existing infrastructure, no model changes required.
Traces stream into the Starseer dashboard in real time. See model behavior, output patterns, latency, and anomalies as they happen.
Automated policy enforcement handles routine violations. Intelligent alerts escalate the cases that need human judgment.
Native SDKs for Python, TypeScript, and Go. Starseer fits into the infrastructure you already run.
No credit card required. Free for up to 3 models.
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