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Free-Limited
Tool Comparison
Arize AI
ML and LLM observability — detect drift, monitor performance, debug production AI.
VS
At a Glance
| Attribute | Arize AI | LangSmith |
|---|---|---|
| License / Pricing | Free-Limited | Free-Limited |
| Type | ai | ai |
| GitHub Stars | — | — |
| Rating | 4.4/5 | 4.5/5 |
| Key Features | 6 listed | 6 listed |
| Integrations | 5 listed | 5 listed |
| Categories | AI Observability | AI Observability |
Key Features
Arize AI
- Real-time feature and prediction drift detection
- LLM tracing and span monitoring via Phoenix
- Automated data quality checks and alerts
- Embedding visualization for NLP and CV models
- A/B model comparison in production
- Integrates with MLflow, SageMaker, Vertex AI
LangSmith
- Full trace visualization for every LLM call and chain step
- Dataset management for evaluation benchmarks
- Automated evaluators with LLM-as-judge
- Prompt versioning and A/B testing
- Production monitoring with latency and error tracking
- Human annotation workflows for labeling
Real-World Use Cases
Arize AI
Monitor an LLM app for quality degradation
Instrument your app with the Arize SDK or OpenInference
LangSmith
Debug a hallucinating RAG pipeline
Add LANGSMITH_API_KEY to your environment
Integrations
Arize AI
mlflowwandblangchainopenaikubeflow
LangSmith
langchainllamaindexopenaianthropicpinecone
🏆 Which should you choose?
Choose Arize AI if…
- → you're already in the AI Observability ecosystem and prefer Arize AI's workflow
Choose LangSmith if…
- → you're already in the AI Observability ecosystem and prefer LangSmith's workflow