AI Model Deployment Playbook

A playbook to take a model from validated to production safely — packaging, testing, deployment, monitoring, and rollback — under MLOps discipline.

Deliverable CodeAT-PB_SOL-PB-064

Versionv1.0

CategoryAI & Data Frameworks

PublishedJune 5, 2026

Reading time34 min

Prepared byStratenity Advisory Team

IntelligenceExecution patternsIndustryCross-industryPracticePMO & ExecutionFocus05 Execution Playbooks

AI Intelligence

Capability

Data & Analytics

Stage

Discover›Assess›Prioritize›Design›Govern›Deploy›Adopt›Measure›Scale

Value levers

Productivity

ai model deployment playbookai model deploymentdeployment readiness and the production gatemlops, pipelines and continuous deliverymonitoring the live modeldrift detection and retrainingplaybook taketake model

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AI Model Deployment Playbook

Stratenity is the AI Operating System for Strategic Execution™.

Stratenity is the AI Operating System for Strategic Execution^™.