Best Business Analytics Tools

Datadog LLM Observability (part of Datadog's Agent Observability suite) is the enterprise APM's answer for AI agents and LLM apps: end-to-end tracing of prompts, tool calls, and retrieval steps; quality evaluations; cost tracking per model; and security detections — all inside the same UI where your infra, APM, and RUM traces already live.

Key Features:

• •End-to-End LLM Span Tracing
• •Built-In Quality and Security Evaluations
• •Token-Level Cost Tracking and Attribution

Open-source observability platform for AI agents with trace capture, step-restart debugging, browser session recording, and natural language pattern detection. Self-host free or use managed cloud from $30/month.

Key Features:

• •Agent debugger with step-restart
• •Automatic multi-framework tracing
• •Browser session recording synced to traces

Sentry AI Monitoring is Sentry's AI and LLM observability capability for monitoring agent runs, LLM calls, model costs, token usage, errors, traces, and production performance inside the broader Sentry platform.

Key Features:

• •AI-specific error tracking and categorization
• •LLM performance monitoring and analytics
• •Token usage and cost tracking

Enterprise-grade AI-powered observability platform with specialized monitoring for AI agents, natural language querying, and intelligent troubleshooting. Features dedicated AI Agent Monitoring for LLM applications and agentic workflows, plus AI troubleshooting agents that automatically correlate signals and provide evidence-based root cause analysis.

Key Features:

• •AI Agent Monitoring for LLM applications
• •Natural language querying with AI Assistant
• •Automatic troubleshooting with AI agents

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

Key Features:

• •AI Studies answering product questions from surveys, replays, and behavioral data
• •In-product surveys targeted by behavior, page, user attributes, and events
• •AI analysis of open-ended responses with theme categorization and sentiment detection