Best Business Analytics Tools
Compare 16 top-rated business analytics tools. Find features, pricing, pros, cons, and alternatives.
🏆 Top Tools in This Category
Braintrust
🔴DeveloperAI observability platform with Loop agent that automatically generates better prompts, scorers, and datasets to optimize LLM applications in production.
Datadog LLM Observability
Enterprise-grade monitoring for AI agents and LLM applications built on Datadog's infrastructure platform. Provides end-to-end tracing, cost tracking, quality evaluations, and security detection across multi-agent workflows.
Arize Phoenix
🔴DeveloperOpen-source LLM observability and evaluation platform built on OpenTelemetry. Self-host it free with no feature gates, or use Arize's managed cloud.
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 (LMNR)
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.
LangWatch
LLM observability and analytics platform for monitoring AI agent quality, costs, and user experience with real-time dashboards and automated guardrails.
Analytics & Monitoring tools
Arize Phoenix
🔴DeveloperOpen-source LLM observability and evaluation platform built on OpenTelemetry. Self-host it free with no feature gates, or use Arize's managed cloud.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Braintrust
🔴DeveloperAI observability platform with Loop agent that automatically generates better prompts, scorers, and datasets to optimize LLM applications in production.
Key Features:
- •Workflow Runtime
- •Tool and API Connectivity
- •State and Context Handling
Datadog LLM Observability
Enterprise-grade monitoring for AI agents and LLM applications built on Datadog's infrastructure platform. Provides end-to-end tracing, cost tracking, quality evaluations, and security detection across multi-agent workflows.
Key Features:
usage-based
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
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Langtrace
Open-source observability platform for LLM applications and AI agents with OpenTelemetry-based tracing, cost tracking, and performance analytics.
Key Features:
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LangWatch
LLM observability and analytics platform for monitoring AI agent quality, costs, and user experience with real-time dashboards and automated guardrails.
Key Features:
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Laminar (LMNR)
Open-source observability platform for AI agents and LLM applications with tracing, evaluation, and dataset management.
Key Features:
Freemium with Enterprise Plans
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
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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