What's really driving your incidents?
State of Reliability Report 2026. Findings from about 109,000 unplanned incidents across 390+ companies: what breaks, why, and how fast teams recover.
Incidents analysed
109K
Companies
390+
Rise in AI incidents
6×
External cascade fix
247 min
[
What you'll learn
]
- Six failure archetypes, from dependency-driven cascades to the new AI-quality pattern
- MTTR benchmarks across 13 sectors: your company matters about 3× more than your industry
- The AI incident surge: 10.7% of all incidents in 2026 so far
- Cascade data: 1 in 4 incidents come from systems you don't control
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More resources
eBook
AI SRE Buyer's Guide
A practical guide to choosing an AI SRE platform that takes you from root cause to a governed, audited fix.
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Brochure
Shipyard by StackGen
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Validate every change before it ships. Shipyard builds an isolated, production-like copy of your app for every pull request, so developers and AI coding agents test the real thing before it merges.
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White paper
Developer experience over Backstage for your autonomous operations
AI made the inner loop fast, but operations did not change. This paper shows why the Backstage catalog is the right front door for developers and their agents.
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Workshop guide
Infrastructure Provisioning Workshop Guide
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Build a self-service AWS provisioning workflow in under 15 minutes. Download the StackGen workshop guide on Terraform modules, governance, and AI provisioning.
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White paper
The Autonomous Operations Factory
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AI raised the volume of work arriving at operations without changing how operations absorbs it. This paper sets out how to solve the operations challenge with the autonomous operations factory model.
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Start building your Autonomous Operations Factory today
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