Gartner®: Market Guide for AI Site Reliability Engineering Tooling

In the face of ever-increasing complexity and velocity, organizations that struggle to meet their reliability and resilience goals need a new strategy.

This Gartner® Market Guide explains how organizations must evaluate and invest in AI SRE tooling to lower the cost of SRE adoption and ensure reliability at scale.

Gartner® states that the key findings for this Market Guide are:

• Many organizations consider site reliability engineering (SRE) approaches but struggle to justify the investment into hiring SREs, training internal teams, and purchasing tools.
• Traditional SRE and operations teams cannot keep up with the technological and operational demands required to deliver effective reliability and efficiency outcomes.
• Organizations that adopt AI SRE tooling focused on operations only will become better at reactively fixing incidents but not improving system reliability.

Gartner, Market Guide for AI Site Reliability Engineering Tooling, Chris Saunderson, Daniel Betts, Hassan Ennaciri: January 26, 2026

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