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Best Business Analytics Tools
Compare 18 top-rated business analytics tools. Find features, pricing, pros, cons, and alternatives.
🏆 Top Tools in This Category
AgentOps
Observability and monitoring platform specifically designed for AI agents, providing session tracking, cost analysis, and performance optimization tools.
Arize Phoenix
🔴DeveloperLLM observability and evaluation platform for production systems.
Datadog AI Observability
Enterprise observability platform with comprehensive AI agent monitoring and LLM performance tracking.
Helicone
🔴DeveloperAPI gateway and observability layer for LLM usage analytics. This analytics & monitoring provides comprehensive solutions for businesses looking to optimize their operations.
Humanloop
🟡Low CodeLLMOps platform for prompt engineering, evaluation, and optimization with collaborative workflows for AI product development teams.
Laminar
Open-source observability platform for AI agents and LLM applications with tracing, evaluation, and dataset management.
Langfuse
🔴DeveloperOpen-source LLM engineering platform for traces, prompts, and metrics.
LangSmith
Tracing, evaluation, and observability for LLM apps and agents.
Langtrace
Open-source observability platform for LLM applications and AI agents with OpenTelemetry-based tracing, cost tracking, and performance analytics.
Analytics & Monitoring tools
AgentOps
Observability and monitoring platform specifically designed for AI agents, providing session tracking, cost analysis, and performance optimization tools.
Key Features:
Freemium + Pro
Arize Phoenix
🔴DeveloperLLM observability and evaluation platform for production systems.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Open-source + Cloud
Braintrust
🔴DeveloperLLM evaluation and regression testing platform.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Usage-based
Datadog AI Observability
Enterprise observability platform with comprehensive AI agent monitoring and LLM performance tracking.
Key Features:
Enterprise
Helicone
🔴DeveloperAPI gateway and observability layer for LLM usage analytics. This analytics & monitoring provides comprehensive solutions for businesses looking to optimize their operations.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Free + Paid
Humanloop
🟡Low CodeLLMOps platform for prompt engineering, evaluation, and optimization with collaborative workflows for AI product development teams.
Key Features:
Freemium + Teams
Langfuse
🔴DeveloperOpen-source LLM engineering platform for traces, prompts, and metrics.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Open-source + Cloud
LangSmith
Tracing, evaluation, and observability for LLM apps and agents.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Paid + Free tier
Langtrace
Open-source observability platform for LLM applications and AI agents with OpenTelemetry-based tracing, cost tracking, and performance analytics.
Key Features:
Freemium
LangWatch
LLM observability and analytics platform for monitoring AI agent quality, costs, and user experience with real-time dashboards and automated guardrails.
Key Features:
Freemium
Laminar
Open-source observability platform for AI agents and LLM applications with tracing, evaluation, and dataset management.
Key Features:
Open-source + Cloud
Phoenix by Arize
ML observability platform specialized for LLM applications, providing evaluation, monitoring, and debugging tools for AI agents in production.
Key Features:
Open-source + Enterprise
Portkey AI
🔴DeveloperAI gateway and observability platform for managing multiple LLM providers with routing, fallbacks, and cost optimization.
Key Features:
Freemium + Enterprise
Sentry AI Monitoring
Application monitoring platform with specialized AI agent error tracking and performance monitoring.
Key Features:
Freemium + Paid Plans
Splunk AI Assistant & Observability
🟡Low CodeAI-powered observability and monitoring platform with natural language querying and AI assistants for debugging agent systems and infrastructure.
Key Features:
Paid
Sprig
🟢No CodeAI-powered product experience platform that analyzes user behavior, surveys, and session replays to surface actionable insights.
Key Features:
Freemium
Traceloop
🔴DeveloperOpenTelemetry-first observability for LLM applications.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Free + Paid
Weights & Biases
🔴DeveloperExperiment tracking and model evaluation used in agent development.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Free + Paid
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