a Futurum company
AI
Pramod Kumar MuppalaOct 23, 2026

The Automation Confidence Gap: When Should AI Be Allowed to Change Production?

AI-generated infrastructure recommendations can look convincing, but production execution requires more than a plausible runbook. A seven-factor confidence index helps platform teams determine when AI should recommend, seek approval or execute changes within strictly enforced boundaries.

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