Arize AI vs LangChain
On the evidence we track, LangChain leads this comparison with a composite score of 81/100. 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 mlops & llmops tools. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Arize AI
An AI engineering platform that enables teams to observe agent behavior end-to-end, run evaluations at scale, and systematically improve agents through testing and experimentation, available as both a managed cloud service and self-hosted deployment.
LangChain
LeaderLangSmith provides observability through tracing to debug agent behavior, evaluation capabilities to test and score agents with human review and automated assessments, and deployment services to run agents at scale.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Arize AI
Pricing not documented yet.
LangChain
LeaderFree Developer plan (5k traces). Plus plan $39/seat/month. Enterprise custom. Usage-based pricing for compute (LCU=$1.50) and storage (LSU=$1.00).
- DeveloperFree
- 1 free seat
- 5k base traces/month
- Tracing and analytics
- Access to LangSmith platform
- Plus$39/seat/month + usage (LCU/LSU), 10k traces included, 1 free small deployment
- Unlimited seats
- 10k base traces/month
- 1 free small serverless deployment
- Full tracing and analytics
- Evaluation tools
- EnterpriseContact sales
- Advanced administration
- Dedicated support
- Custom deployments
- White-glove onboarding
- Proactive monitoring
- +1 more
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
- Azure OpenAI
Arize AI
- AWS Bedrock
- Vertex AI
- Google GenAI
- NVIDIA NIM
- Gemini
- OpenRouter
- LiteLLM
- Claude Code
- Cursor
- OpenCode
- LangGraph
- Vercel AI SDK
- Mastra
- CrewAI
- LlamaIndex
- DSPy
- OpenAI Agents SDK
- Claude Agent SDK
- BigQuery
- Databricks
- Snowflake
- OpenTelemetry
LangChain
Leader- Cohere
- Azure AI Search
- Microsoft Fabric
- Azure Kubernetes Service
- OpaquePrompts
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.