Compare LLM Evaluation & Observability Tools

Observability & Tracing

Trace, log and monitor LLM applications in production.

Langfuse vs Opik Langfuse vs Pydantic Logfire Langfuse vs Arize AX Langfuse vs Arize Phoenix Langfuse vs Galileo Langfuse vs HoneyHive Opik vs Pydantic Logfire Opik vs Arize AX Opik vs Arize Phoenix Opik vs Galileo Opik vs HoneyHive Opik vs Laminar Pydantic Logfire vs Arize AX Pydantic Logfire vs Arize Phoenix Pydantic Logfire vs Galileo Pydantic Logfire vs HoneyHive Pydantic Logfire vs Laminar Pydantic Logfire vs MLflow Arize AX vs Arize Phoenix Arize AX vs Galileo Arize AX vs HoneyHive Arize AX vs Laminar Arize AX vs MLflow Arize AX vs OpenLIT Arize Phoenix vs Galileo Arize Phoenix vs HoneyHive Arize Phoenix vs Laminar Arize Phoenix vs MLflow Arize Phoenix vs OpenLIT Arize Phoenix vs SigNoz Galileo vs HoneyHive Galileo vs Laminar Galileo vs MLflow Galileo vs OpenLIT Galileo vs SigNoz Galileo vs W&B Weave HoneyHive vs Laminar HoneyHive vs MLflow HoneyHive vs OpenLIT HoneyHive vs SigNoz HoneyHive vs W&B Weave HoneyHive vs Datadog LLM Observability Laminar vs MLflow Laminar vs OpenLIT Laminar vs SigNoz Laminar vs W&B Weave Laminar vs Datadog LLM Observability Laminar vs LangSmith MLflow vs OpenLIT MLflow vs SigNoz MLflow vs W&B Weave MLflow vs Datadog LLM Observability MLflow vs LangSmith MLflow vs Langtrace OpenLIT vs SigNoz OpenLIT vs W&B Weave OpenLIT vs Datadog LLM Observability OpenLIT vs LangSmith OpenLIT vs Langtrace OpenLIT vs Lunary SigNoz vs W&B Weave SigNoz vs Datadog LLM Observability SigNoz vs LangSmith SigNoz vs Langtrace SigNoz vs Lunary SigNoz vs Traceloop W&B Weave vs Datadog LLM Observability W&B Weave vs LangSmith W&B Weave vs Langtrace W&B Weave vs Lunary W&B Weave vs Traceloop W&B Weave vs Helicone Datadog LLM Observability vs LangSmith Datadog LLM Observability vs Langtrace Datadog LLM Observability vs Lunary Datadog LLM Observability vs Traceloop Datadog LLM Observability vs Helicone Datadog LLM Observability vs New Relic AI Monitoring LangSmith vs Langtrace LangSmith vs Lunary LangSmith vs Traceloop LangSmith vs Helicone LangSmith vs New Relic AI Monitoring LangSmith vs Sentry Langtrace vs Lunary Langtrace vs Traceloop Langtrace vs Helicone Langtrace vs New Relic AI Monitoring Langtrace vs Sentry Lunary vs Traceloop Lunary vs Helicone Lunary vs New Relic AI Monitoring Lunary vs Sentry Traceloop vs Helicone Traceloop vs New Relic AI Monitoring Traceloop vs Sentry Helicone vs New Relic AI Monitoring Helicone vs Sentry New Relic AI Monitoring vs Sentry

Eval Frameworks

Libraries for scoring model and agent output.

Prompt Management

Version, test and deploy prompts.

Guardrails & Safety

Runtime validation, PII and injection defence.

Arthur vs Fiddler AI Arthur vs Guardrails AI Arthur vs HiddenLayer Arthur vs Lakera Arthur vs NVIDIA NeMo Guardrails Fiddler AI vs Guardrails AI Fiddler AI vs HiddenLayer Fiddler AI vs Lakera Fiddler AI vs NVIDIA NeMo Guardrails Guardrails AI vs HiddenLayer Guardrails AI vs Lakera Guardrails AI vs NVIDIA NeMo Guardrails HiddenLayer vs Lakera HiddenLayer vs NVIDIA NeMo Guardrails Lakera vs NVIDIA NeMo Guardrails

LLM Gateways

Routing, caching and cost control proxies.

Agent Evaluation

Tools built specifically for multi-step agent traces.

LangWatch vs AgentOps LangWatch vs Azure AI Foundry Evaluation LangWatch vs Databricks Agent Evaluation LangWatch vs Vertex AI Gen AI Evaluation Service LangWatch vs Maxim AI LangWatch vs Amazon Bedrock Evaluations AgentOps vs Azure AI Foundry Evaluation AgentOps vs Databricks Agent Evaluation AgentOps vs Vertex AI Gen AI Evaluation Service AgentOps vs Maxim AI AgentOps vs Amazon Bedrock Evaluations Azure AI Foundry Evaluation vs Databricks Agent Evaluation Azure AI Foundry Evaluation vs Vertex AI Gen AI Evaluation Service Azure AI Foundry Evaluation vs Maxim AI Azure AI Foundry Evaluation vs Amazon Bedrock Evaluations Databricks Agent Evaluation vs Vertex AI Gen AI Evaluation Service Databricks Agent Evaluation vs Maxim AI Databricks Agent Evaluation vs Amazon Bedrock Evaluations Vertex AI Gen AI Evaluation Service vs Maxim AI Vertex AI Gen AI Evaluation Service vs Amazon Bedrock Evaluations Maxim AI vs Amazon Bedrock Evaluations