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

Galileo's Insights Engine represents a fundamental shift from reactive debugging to proactive intelligence.

Galileo's Insights Engine represents a fundamental shift from reactive debugging to proactive 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.

Intuitive failure mode categorization

Get immediate visibility into agent health without drilling down through complex trace trees. Critical insights surface automatically on your homepage with clear categorization:

Errors

Critical failures requiring immediate attention

Warnings

Potential issues to monitor

Suggestions

Optimization opportunities

Enhancements

Performance improvements

Intuitive failure mode categorization

Get immediate visibility into agent health without drilling down through complex trace trees. Critical insights surface automatically on your homepage with clear categorization:

Errors

Critical failures requiring immediate attention

Warnings

Potential issues to monitor

Suggestions

Optimization opportunities

Enhancements

Performance improvements

Intuitive failure mode categorization

Get immediate visibility into agent health without drilling down through complex trace trees. Critical insights surface automatically on your homepage with clear categorization:

Errors

Critical failures requiring immediate attention

Warnings

Potential issues to monitor

Suggestions

Optimization opportunities

Enhancements

Performance improvements

Intuitive failure mode categorization

Get immediate visibility into agent health without drilling down through complex trace trees. Critical insights surface automatically on your homepage with clear categorization:

Errors

Critical failures requiring immediate attention

Warnings

Potential issues to monitor

Suggestions

Optimization opportunities

Enhancements

Performance improvements

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

“The tools Galileo provides through its platform ensure that people can build the agentic systems they need, scale those systems, and do so in a way that not only improves user experience but also helps grow the companies and brands behind these products.”

Mikiko Chandrasekhar

Staff Developer Advocate, MongoDB

“The tools Galileo provides through its platform ensure that people can build the agentic systems they need, scale those systems, and do so in a way that not only improves user experience but also helps grow the companies and brands behind these products.”

Mikiko Chandrasekhar

Staff Developer Advocate, MongoDB

“The tools Galileo provides through its platform ensure that people can build the agentic systems they need, scale those systems, and do so in a way that not only improves user experience but also helps grow the companies and brands behind these products.”

Mikiko Chandrasekhar

Staff Developer Advocate, MongoDB

“Like a head chef who can step in to remake a dish or explain why certain ingredients work better than others, Galileo helps us understand our system's behavior and make improvements. The platform gives us both the visibility and the insights we need to optimize our AI systems.”

Vinnie Giarrusso

Principal Software Engineer, Twilio

“Like a head chef who can step in to remake a dish or explain why certain ingredients work better than others, Galileo helps us understand our system's behavior and make improvements. The platform gives us both the visibility and the insights we need to optimize our AI systems.”

Vinnie Giarrusso

Principal Software Engineer, Twilio

“Like a head chef who can step in to remake a dish or explain why certain ingredients work better than others, Galileo helps us understand our system's behavior and make improvements. The platform gives us both the visibility and the insights we need to optimize our AI systems.”

Vinnie Giarrusso

Principal Software Engineer, Twilio

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.