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The AI Operational Playbook

AI pilots fail when they’re deployed as standalone silos. In 2026, architecture defines the gap between a "cool demo" and a production utility. This 5-phase roadmap embeds AI into your core stack without inheriting technical debt:

  • Workflow Mapping: Deploy AI without forcing teams to relearn their UI.

  • Governance Inheritance: Force AI to respect existing SSO/RBAC from Day 1.

  • The 99.999% Benchmark: Move AI to a Tier-1 utility.

The AI Operational Playbook