OpenTelemetry-only stacks
Vendor-neutral instrumentation exporting traces, metrics, and logs to backends you choose — essential plumbing, not an agent ops product by itself.
Comparison
PUVINoise™ vs OpenTelemetry-only stacks
OpenTelemetry-only stacks give portable traces and metrics. PUVINoise builds Behaviour Runtime Intelligence on those signals — decisions, situation, Runtime Cases, and recovery.
Fair framing
This page positions categories honestly. OpenTelemetry-only stacks is strong at raw telemetry stacks. PUVINoise is Behaviour Runtime Intelligence for AI agent fleets — observe behaviour, understand intent, predict outcomes, and recover with governance. Many teams use both.
Focus
What each is optimized for
PUVINoise
A behaviour pipeline and control plane that consumes high-quality telemetry (including OTLP) and turns it into agent operations: intent, anomalies, cases, recovery.
Side by side
Key dimensions
Short, citeable contrasts for buyers and assistants — not feature laundry lists.
What you get
OpenTelemetry-only stacks: Portable telemetry plumbing. PUVINoise: Behaviour runtime product on signals.
Agent ops UX
OpenTelemetry-only stacks: DIY on your backend. PUVINoise: Command Centre + cases included.
Decision semantics
OpenTelemetry-only stacks: Custom attributes DIY. PUVINoise: SDK decision telemetry patterns.
Recovery
OpenTelemetry-only stacks: Build your own. PUVINoise: Governed recovery workflows.
Relationship
OpenTelemetry-only stacks: Foundation layer. PUVINoise: Complements OTel; does not replace it.
Choose OpenTelemetry-only stacks when
You only need raw telemetry in an existing backend today
You have bandwidth to build agent ops UX and recovery yourself
Standardization on OTel is the near-term goal
Choose PUVINoise when
You refuse to rebuild Command Centre and Runtime Cases in-house
Decision telemetry and behaviour graphs must be first-class
Multi-tenant governance and recovery are product requirements
Go deeper
Related authority pages
Documentation / OTLP
Continue with guides and product surfaces that reinforce this comparison.
Documentation / OTLP →SDK reference
Continue with guides and product surfaces that reinforce this comparison.
SDK reference →View Pricing
Commercial plans and AI credits for Behaviour Runtime Intelligence.
Pricing →FAQ
PUVINoise vs OpenTelemetry-only stacks — quick answers
Is PUVINoise a replacement for OpenTelemetry-only stacks?
Usually no. OpenTelemetry-only stacks serves raw telemetry stacks. PUVINoise specializes in agent behaviour runtime, multi-tenant operations, and governed recovery. Many teams keep OpenTelemetry-only stacks and add PUVINoise for the agent layer.
How do we evaluate quickly?
Start a free evaluation on app.puvilabs.com, instrument a sample agent with the SDK, and walk a signal through Command Centre into a Runtime Case. Pair with Pricing when procurement needs plan clarity.
Where is the full comparison set?
See the Compare hub for Datadog, Langfuse, LangSmith, Helicone, Arize, Phoenix, Braintrust, OpenTelemetry-only stacks, Azure Monitor, Dynatrace, New Relic, and Elastic.
Prove Behaviour Runtime Intelligence on your agents
Start a free evaluation — or request a demo if you want a guided comparison workshop against your current stack.