AgentOps vs Traceloop
On the evidence we track, Traceloop leads this comparison with a composite score of 69/100. 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
LeaderTraceloop provides automatic tracing and monitoring for LLM applications, offering built-in quality metrics, real-time production monitoring, and automated evaluation to help teams improve model reliability and deploy with confidence.
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
Traceloop
Leader- OpenAI
- Anthropic
- Gemini
- Bedrock
- Ollama
- Watsonx
- Mistral AI
- together.ai
- Pinecone
- Chroma
- Grafana Tempo
- OpenTelemetry
- Prometheus
- AWS Marketplace
- GCP Marketplace
- Azure Marketplace
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.