AI Report
Download the Gartner Market Guide for AI Site Reliability Engineering Tooling
CAST AI was recognized as a Representative Vendor in the 2026 Gartner® Market Guide™ for AI Site Reliability Engineering Tooling.
Modern infrastructure is too complex for human-only teams to manage at scale. Organizations want the reliability of Site Reliability Engineering but cannot justify the high cost of hiring or the constant “firefighting” caused by alert fatigue.
The 2026 Gartner® Market Guide for AI Site Reliability Engineering Tooling projects that by 2029, 85% of enterprises will use AI SRE tooling to optimize operations in order to meet organizational and customer reliability demands. This will increase from less than 5% in 2025.
Our analysis of the Gartner findings:
- Action, Not Just Advice: Tools must move beyond surfacing insights to providing automated remediation and dynamic workload adjustments.
- The Human as Approver: While speed requires automation, humans must remain in the loop to govern complex architectural failures and unpredictable AI agent behavior.
- Proactive Reliability: The goal is to prevent incidents before they happen by using AI to validate infrastructure designs during the delivery cycle.
- Integrated Workflows: AI SRE capabilities should be embedded into existing DevOps pipelines and developer environments, not left as a separate silo.
Download the report to explore where site reliability engineering practice is headed and how to incorporate it in your strategy.
Disclaimer:
Gartner, Market Guide for AI Site Reliability Engineering Tooling, Daniel Betts, Chris Saunderson, Hassan Ennaciri, 26 January 2026
Gartner is a trademark of Gartner, Inc. and/or its affiliates. Gartner does not endorse any company, vendor, product or service depicted in its publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner publications consist of the opinions of Gartner’s business and technology insights organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this publication, including any warranties of merchantability or fitness for a particular purpose.