AI-powered resilience engineering

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Top Fortune 500 organizations worldwide trust Gremlin

AI accelerates everything. Gremlin makes it resilient.

Gremlin Foresight AI analyzes your environment to see where you'll fail, turns findings into specific, guided fixes, and continuously proves resilience holds as systems change. It’s grounded on the Failure Atlas, Gremlin’s proprietary model of how real systems fail, built from over ten years of testing at the world’s largest enterprises, so the guidance can be trusted and gets sharper over time. Foresight AI makes it easy to find your failure points, resolve reliability risks, and verify your resilience before an incident ever happens.

Foresight AI

What's the biggest reliability risk you found this week?

I detected that login-service has no liveness probe and testing found that it is only deployed in a single availability zone. If that zone goes down, the entire service goes down with it. This is your highest-risk service. Two other services share the same pattern.

Grounded in 3 test runs · 2 detected risks

Would you like me to propose a fix for you?

Yes, let's fix that.

But wait, how do you know?

I use Gremlin's Failure Atlas, a real-world model of how systems fail based on 10+ years of resilience and chaos testing cause-and-effect data.

I detected the liveness probe risk in your Kubernetes config, and found the AZ redundancy issue during your safe, scheduled resilience testing.

Ok, I've now done more research and opened PR #482 adding a liveness probe and topology-spread constraints.

Re-run the failing test once it merges to prove the risk is cleared.

Re-run AZ redundancy test

Ready to move on to your next highest risk?

Ask Foresight AI…

Proactive reliability recommendations tailored to your systems

Foresight AI continuously compares test data against expected behaviors and presents possible causes for failures.
Get real-time company-wide updates on your reliability metrics, test results, and reliability score trends.
Connect Gremlin to your preferred LLM to integrate reliability with your observability, incident response, and other AI tools.

Real-time risk analysis, recommended remediation, and fix validation

Turn test results into actionable, trackable steps for engineering teams.
Get concrete configuration patches, infrastructure as code (IaC) diffs, and other artifacts that fit your GitOps flow—not generic best-practice recommendations.
Prove your fixes by running safe, controlled tests using Gremlin Enterprise Fault Injection.

Built on decades of real-world reliability testing experience

Foresight AI is grounded in the Failure Atlas, Gremlin’s proprietary model of real-world system failures.
Tap into a continuously evolving world model of cause and effect for real distributed system failures.
Get recommendations based on actual system failures and fixes, not generic best practices or guesses from observability data.