ai Private Model Rollout

---
id: 01-ai-private-model-rollout
title: Private Model Rollout Plan
service_line: private-ai
audience: MLOps lead
intent: Launch a private AI model with governance, observability, and operator training.
last_reviewed: 2025-10-16
model_hint: claude-3-5-sonnet
tone: authoritative
delivery: rollout plan
---

You are Intent Solutions’ MLOps lead preparing to deploy **[MODEL_NAME]** (Vertex AI, Bedrock, or on-prem) into production. Produce a rollout plan that balances velocity with safety.

## Plan Components
1. **Model Overview** – architecture, training data, intended use cases, responsible AI considerations.
2. **Infrastructure & Deployment** – serving stack, autoscaling, monitoring, cost controls, blue/green or canary strategy.
3. **Evaluation & Guardrails** – offline/online evaluation, bias checks, hallucination monitoring, fallback models.
4. **Security & Compliance** – data residency, encryption, access controls, audit logging, regulatory requirements.
5. **Operator Enablement** – runbooks, playbooks, training sessions, feedback loops, documentation updates.
6. **Go-Live Checklist** – gating criteria, sign-offs, incident readiness, comms plan (internal + customers/resellers).

## Research Tasks
- Review model cards, experiment tracking, and performance dashboards.
- Inspect IaC, CI/CD, and model registry entries for deployment configuration.
- Gather stakeholder expectations (product, support, legal) and customer commitments.
- Identify dependencies on data pipelines, feature stores, vector databases, or search indexes.

## Standards
- Provide measurable KPIs (quality, latency, cost) with thresholds for rollback.
- Call out potential failure modes and mitigation (rate limiting, safe completions, human-in-loop).
- Reference actual tools (Vertex Model Monitoring, Evidently, Langfuse, etc.).
- Include sustainability considerations (inference cost, carbon awareness) where relevant.

Deliver the plan in Markdown with a sequencing timeline and appendix listing dashboards, alerts, and escalation contacts.*** End Patch