AgentOps vs Traceloop
On the evidence we track, Traceloop leads this comparison with a composite score of 61/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.
Capabilities
Feature-by-feature on the axes that matter for llm observability. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
AgentOps
A developer platform providing observability, debugging, and performance tracking for AI agents and language model applications across multiple frameworks and 400+ LLM providers.
Traceloop
LeaderA high-performance gateway that centralizes LLM request routing and tracing across multiple providers through an OpenAI-compatible API, featuring integrated OpenTelemetry observability and optional PostgreSQL-backed dynamic configuration.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
AgentOps
Free tier for up to 5,000 events; Pro from $40/month
- BasicFree
- Agent Agnostic SDK
- LLM Cost Tracking (400+ LLMs)
- Replay Analytics
- ProFrom $40/month
- Unlimited event limit
- Unlimited log retention
- Session and event export
- Dedicated Slack and email support
- Role-based permissioning
- EnterpriseContact sales
- SLA
- Slack Connect
- Custom SSO
- On-premise deployment
- Custom data retention policy
- +4 more
Traceloop
LeaderFree tier with up to 50K spans/month. Enterprise custom pricing. 14-day free trial.
- FreeFree
- Monitoring Dashboard
- Evaluation Dashboard
- CI/CD integration
- Prompt Management
- EnterpriseContact sales
- SOC 2 Compliance
- On-prem deployment option
- Dedicated slack support
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- CrewAI
- Langchain
- Cohere
- LlamaIndex
AgentOps
- AG2 (AutoGen)
- Agno
- LangGraph
- OpenAI Agents SDK
- LiteLLM
- Llama Stack
- CamelAI
- AG2
- CAMEL
Traceloop
Leader- OpenAI
- Anthropic
- Gemini
- Bedrock
- Ollama
- Watsonx
- Mistral AI
- together.ai
- Pinecone
- Chroma
- Grafana Tempo
- OpenTelemetry
- Prometheus
- AWS Marketplace
- GCP Marketplace
- Azure Marketplace
- Qdrant
- Weaviate
- Datadog
- Honeycomb
- Google Cloud
- AWS
- Azure
- New Relic
- +7 more
AgentOps or Traceloop: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.