Humanloop 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.
Humanloop
An enterprise platform that helps teams evaluate language model performance, manage and version prompts, and monitor AI systems in production.
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.
Humanloop
Free trial. Monthly billing with no long-term commitment for standard plans; annual billing available for enterprise.
- Free TrialFree
- EnterpriseContact sales
- SSO + SAML
- Role-based access controls
- Hands-on support with SLA
- VPC deployment add-on
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.
- OpenAI
- Anthropic
Humanloop
- Git
- CI/CD pipelines
- Vercel AI SDK
- CI/CD
Traceloop
Leader- Gemini
- Bedrock
- Ollama
- Watsonx
- Cohere
- Mistral AI
- together.ai
- Pinecone
- Chroma
- LangChain
- LlamaIndex
- CrewAI
- Grafana Tempo
- OpenTelemetry
- Prometheus
- AWS Marketplace
- GCP Marketplace
- Azure Marketplace
- Qdrant
- Weaviate
- Datadog
- Honeycomb
- Google Cloud
- AWS
- +9 more
Humanloop 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.