Resources/REPORT

2026 Gartner® Market Guide for AI Site Reliability Engineering Tooling

Organizations struggle to justify costs to adopt site reliability engineering practices to deliver on their reliability and resilience goals. Heads of I&O must strategically evaluate and invest in AI SRE tooling to lower cost of SRE adoption, meet operational demands and deliver effective reliability, efficient products, platforms and services.

Key Findings

Many organizations consider SRE approaches but struggle to justify the investment

Traditional SRE teams cannot keep up with technology and operational demands

Organizations that select AI SRE tooling focused on operations only will become better at reactively fixing incidents but not improving system reliability

Move beyond reactive workflows toward real-time investigation

Bridge fragmented observability signals into more actionable insights

Support a shift toward more proactive reliability practices

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