Introducing
Insights Engine
Automatically identify failure modes and surface actionable insights to debug and improve your AI systems.
Debug with confidence
From static evaluation to automatic failure identification
Traditional evaluation tools were built for simpler AI systems, but they can't effectively measure dynamic agent behavior or tell you how to fix issues.
When your agent fails, you shouldn't have to become a detective.
Galileo’s Insights Engine ingests your logs and metrics, then leverages bespoke evaluation reasoning models to identify failure modes and deliver immediate, actionable insights.
Adaptive insights intelligence
01 — Insights Engine
Instant failure mode identification
Our Insights Engine analyzes your agent logs using advanced reasoning models for instant failure mode identification. It combines trace data with our comprehensive knowledge base to identify problems, their root causes, and solutions.
Actionable root cause analysis
Traditional tools simply flag problems; our Insights Engine provides specific recommendations for improvement. Click directly from an insight to the exact span, trace, or component that needs attention.
02 — Autotune with human feedback
Adaptive learning
The engine learns from your specific agent patterns and workflows, providing increasingly relevant recommendations over time. What works for your travel booking agent differs from what works for your customer support bot, and our insights adapt accordingly. Plus, provide human feedback to further tune the insights to your needs.
Built for multi-agent complexity
Multi-agent systems don't just follow simple, linear paths. Our Insights Engine is purpose-built for this complexity:
Root cause analysis
Spot nuanced errors and their exact trace, even in complex multi-agent systems
Multi-agent coordination
Understand how agents interact and where handoffs fail
Tool usage optimization
Identify inefficient tool selection and usage patterns
Conversation flow analysis
Track intent changes and conversation drift
Performance optimization
Surface latency bottlenecks and cost optimization opportunities
Ecosystem integrations
Galileo's flexible platform integrates with your favorite tools, and leverages open standards like open telemetry to let you bring your preferred frameworks, models, and more.

Trusted by enterprises, loved by developers
Ready to start?
Get started in minutes with our free developer tier, or explore our enterprise features in a guided demo.
Flexible pricing
Start for free and upgrade when you're ready to customize your evaluations and scale your AI applications to production.
Learn more
See how companies like Twilio and Comcast are achieving reliable AI with Galieo - and explore the platform’s capabilities for yourself.