# Simulating artificial intelligence (AI) service outages with Gremlin

DevFeed: [Simulating artificial intelligence (AI) service outages with Gremlin](<https://devfeed.tech/articles/simulating-artificial-intelligence-ai-service-outages-with-gremlin-11709.md>)

Original publisher: [Read original article](<https://www.gremlin.com/blog/simulating-artificial-intelligence-service-outages-with-gremlin>)

Author: Andre Newman

Published: 2025-03-06T00:00:00Z

Content type: tutorial

Language: en

Sources: [Gremlin Blog](<https://devfeed.tech/sources/gremlin-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Network](<https://devfeed.tech/topics/network.md>), [API](<https://devfeed.tech/topics/api.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Software](<https://devfeed.tech/topics/software.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [TLS (Transport Layer Security)](<https://devfeed.tech/topics/tls.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api](<https://devfeed.tech/tags/api.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [gremlin](<https://devfeed.tech/tags/gremlin.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [latency](<https://devfeed.tech/tags/latency.md>), [network](<https://devfeed.tech/tags/network.md>), [outages](<https://devfeed.tech/tags/outages.md>), [sdks](<https://devfeed.tech/tags/sdks.md>), [tls](<https://devfeed.tech/tags/tls.md>)

## AI overview

This article explains how AI-as-a-Service providers host AI models for applications and expose them through web interfaces, APIs, and SDKs. It describes provider outages, dependency failures, network latency, and certificate expiration as risks that can affect application reliability, and discusses using Gremlin to simulate these failures and verify resilience.

## Source excerpt

Learn how to leverage artificial intelligence (AI) services while avoiding downtime caused by outages.