Best Business Analytics Tools

Compare 18 top-rated business analytics tools. Find features, pricing, pros, cons, and alternatives.

🏆 Top Tools in This Category

AgentOps

MCP
MCP Server/Client
🔴Developer

Observability and monitoring platform specifically designed for AI agents, providing session tracking, cost analysis, and performance optimization tools.

Freemium + ProView Details →

Arize Phoenix

🔴Developer

LLM observability and evaluation platform for production systems.

Open-source + CloudView Details →

Braintrust

🔴Developer

LLM evaluation and regression testing platform.

Usage-basedView Details →

Datadog AI Observability

MCP
MCP Server/Client
🟡Low Code

Enterprise observability platform with comprehensive AI agent monitoring and LLM performance tracking.

Helicone

🔴Developer

API gateway and observability layer for LLM usage analytics. This analytics & monitoring provides comprehensive solutions for businesses looking to optimize their operations.

Free + PaidView Details →

Humanloop

🟡Low Code

LLMOps platform for prompt engineering, evaluation, and optimization with collaborative workflows for AI product development teams.

Freemium + TeamsView Details →

Laminar

MCP
MCP Server/Client
🔴Developer

Open-source observability platform for AI agents and LLM applications with tracing, evaluation, and dataset management.

Open-source + CloudView Details →

Langfuse

🔴Developer

Open-source LLM engineering platform for traces, prompts, and metrics.

Open-source + CloudView Details →

LangSmith

MCP
MCP Server/Client
🔴Developer

Tracing, evaluation, and observability for LLM apps and agents.

Paid + Free tierView Details →

Langtrace

MCP
MCP Server/Client
🔴Developer

Open-source observability platform for LLM applications and AI agents with OpenTelemetry-based tracing, cost tracking, and performance analytics.

Analytics & Monitoring tools

AgentOps

MCP
MCP Server/Client
🔴Developer

Observability and monitoring platform specifically designed for AI agents, providing session tracking, cost analysis, and performance optimization tools.

Key Features:

    Freemium + Pro

    Arize Phoenix

    🔴Developer

    LLM observability and evaluation platform for production systems.

    Key Features:

    • Workflow Runtime
    • Tool and API Connectivity
    • State and Context Handling

    Open-source + Cloud

    Braintrust

    🔴Developer

    LLM evaluation and regression testing platform.

    Key Features:

    • Workflow Runtime
    • Tool and API Connectivity
    • State and Context Handling

    Usage-based

    Datadog AI Observability

    MCP
    MCP Server/Client
    🟡Low Code

    Enterprise observability platform with comprehensive AI agent monitoring and LLM performance tracking.

    Key Features:

      Enterprise

      Helicone

      🔴Developer

      API 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 Code

      LLMOps platform for prompt engineering, evaluation, and optimization with collaborative workflows for AI product development teams.

      Key Features:

        Freemium + Teams

        🏆 Best Value

        Langfuse

        🔴Developer

        Open-source LLM engineering platform for traces, prompts, and metrics.

        Key Features:

        • Workflow Runtime
        • Tool and API Connectivity
        • State and Context Handling

        Open-source + Cloud

        🏆 Best Monitoring Tool

        LangSmith

        MCP
        MCP Server/Client
        🔴Developer

        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

        MCP
        MCP Server/Client
        🔴Developer

        Open-source observability platform for LLM applications and AI agents with OpenTelemetry-based tracing, cost tracking, and performance analytics.

        Key Features:

          Freemium

          LangWatch

          MCP
          MCP Server/Client
          🔴Developer

          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

            MCP
            MCP Server/Client
            🔴Developer

            Open-source observability platform for AI agents and LLM applications with tracing, evaluation, and dataset management.

            Key Features:

              Open-source + Cloud

              Phoenix by Arize

              MCP
              MCP Server/Client
              🔴Developer

              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

                🔴Developer

                AI gateway and observability platform for managing multiple LLM providers with routing, fallbacks, and cost optimization.

                Key Features:

                  Freemium + Enterprise

                  Sentry AI Monitoring

                  MCP
                  MCP Server/Client
                  🔴Developer

                  Application monitoring platform with specialized AI agent error tracking and performance monitoring.

                  Key Features:

                    Freemium + Paid Plans

                    Splunk AI Assistant & Observability

                    🟡Low Code

                    AI-powered observability and monitoring platform with natural language querying and AI assistants for debugging agent systems and infrastructure.

                    Key Features:

                      Paid

                      Sprig

                      🟢No Code

                      AI-powered product experience platform that analyzes user behavior, surveys, and session replays to surface actionable insights.

                      Key Features:

                        Freemium

                        Traceloop

                        🔴Developer

                        OpenTelemetry-first observability for LLM applications.

                        Key Features:

                        • Workflow Runtime
                        • Tool and API Connectivity
                        • State and Context Handling

                        Free + Paid

                        Weights & Biases

                        🔴Developer

                        Experiment 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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