Agent Actions
Capture the traces, events, logs, and metrics your agents emit — a structured record of what your fleet actually does.
Behaviour Runtime Intelligence
Behaviour Runtime Intelligence for AI systems and agents
When uptime is green but agents choose the wrong tool, you need more than APM or LLM traces — PUVINOISE™ shows whether your AI systems and agents behave as intended at runtime.
Works with your existing AI stack
Framework-agnostic and provider-neutral. Deploy across the AI ecosystem you already use.
Agents Online
1,284
+12.7%
Active Runtime Cases
23
-8.3%
Anomalies
7
+14.2%
Success Rate
98.6%
+2.1%
Behaviour Intelligence
Top Runtime Cases
HIGHUnexpected tool use — research-agent2m ago
MEDWorkflow deviation — summarizer4m ago
MEDGoal deviation — data-agent6m ago
LOWBehaviour deviation — ops-agent8m ago
Observability
What happened?
Policy & guardrails
What was allowed?
Security
What was risky?
PUVINOISE™
Did it behave as expected?
Keep your observability, policy and security tools. They tell you what happened, what was allowed and what was risky. PUVINOISE™ tells you whether it was expected.
Capabilities
Everything you need. Nothing you don't.
Four layers that turn raw agent activity into governed, autonomous outcomes.
Behaviour Signals
Turn raw activity into meaning. Sessions, decisions, and state changes become high-fidelity signals you can reason about.
Intelligence Layer
Correlate, reason, and detect deviation from expected behaviour across the whole ecosystem — and see what is likely to happen next.
Autonomous Outcomes
Recover with governance. PUVINOISE™ closes the loop with governed remediation, with your teams in control.
How it works
Three steps. From intent to governance.
From intended behaviour to governed action — PUVINOISE™ closes the loop.
Understand intended behaviour
Connect your AI systems and agents through the PUVINOISE™ SDK or your framework, and establish how each one is meant to behave.
Identify meaningful deviation
Know when agents stop behaving as intended at runtime — and which deviations actually matter.
Bring deviations under governance
Meaningful deviations become Runtime Cases your teams can investigate, act on, and account for — with governed recovery.
Enterprise AI Lifecycle
From discovery to scale
One continuous path — Engineering accelerates success on PUVINOISE™.
Discover
Identify gaps early.
Strategy
Align outcomes, architecture, and governance.
Engineer
Build production-ready AI systems.
Deploy
Ship with evaluation and instrumentation.
Observe
Run behaviour runtime intelligence.
Optimize
Improve reliability and cost continuously.
Scale
Operate with Managed Runtime as needed.
Enterprise AI Systems
How We Partner With You
From strategy to production — engineer, deploy, and continuously improve enterprise AI systems.
Introduces
Enterprise AI Engineering
Enterprise AI systems engineered for production.
Powers production
PUVINOISE™
Behaviour Runtime Intelligence
Observe. Understand. Govern. Recover. Optimize.
Sustains
Managed Runtime
Continuous runtime intelligence for production AI — powered by PUVINOISE™.
Ecosystem
Built for your entire stack.
Frameworks, model providers and clouds — PUVINOISE™ works with the stack your agents already run on, with no lock-in.
LangChainLangGraphCrewAIAutoGenLlamaIndexOpenAIAnthropicAWSAzureGoogle Cloud
Security
Trust what your agents do, not just what they log.
Security is designed into PUVINOISE™ — from tenant-scoped data to governed autonomous action.
Multi-tenant isolationAudit-oriented workflowsGoverned autonomyTLS in transitSecurity review path
Multi-tenant isolation
Tenant-scoped data and access across the platform. Your telemetry stays yours.
Encryption in transit
TLS for signals and events in transit. Detailed encryption posture is covered in security review.
Governed autonomy
Automatic actions run under the policies your teams set, are recorded for audit, and keep a human override.
AI-native controls
Identify risky or unexpected agent behaviour at runtime and bring it under governed response — alongside the security controls you already run.
For developers
Built by engineers, for engineers.
A thoughtfully designed SDK that gets out of your way. Instrument Python agents in minutes with intuitive APIs.
Python native
pip install puvinoise-sdk, with optional OpenAI and Anthropic extras.
Framework agnostic
Works with LangChain, CrewAI, AutoGen, and more.
Environment configured
bootstrap() reads agent identity and keys from PUVINOISE_* variables.
Deployment flexible
Runs inside your Python agent process, wherever you host it.
# Install the PUVINOISE SDKpip install puvinoise-sdkReady to see agent behaviour clearly?
Start a free evaluation on app.puvilabs.com — or review Pricing when you need commercial clarity.
Multi-tenant · Governed autonomy · Clear comparisons at /compare