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Phase 2: Build & Migrate

Workload migration

End-to-end migration of existing AI/ML workloads to PaletteAI. Three structured phases ensure nothing falls through the cracks -- from Cluster Profile design through cutover and optimization.

Overview

The Workload Migration service executes the end-to-end migration of assessed workloads onto PaletteAI. Migration always follows a completed Workload Assessment and is delivered in three structured phases. Each migration is custom-quoted based on the assessment findings.

Every migration includes a 30-day post-migration support trial so you're never left on your own during the critical stabilization period.

What you get

  • Full migration of assessed workloads to PaletteAI
  • Cluster Profiles designed per workload class
  • Data and storage migration
  • GPU verification and optimization per workload
  • Monitoring and alerting integration
  • Operational runbooks (7 standard runbooks)
  • Team enablement sessions
  • 30-day post-migration support trial
Quick facts
Pricing: Custom quote after Assessment
Prerequisite: Workload Assessment
Leads into: Support Retainer or Managed Service

How it works

Phase 1: Cluster Profile Preparation & Packaging

Design Cluster Profiles per workload class. Package workloads by migration strategy (Rehost, Re-package, Re-platform, Re-architect). Prepare data and storage. Validate everything in non-production.

Phase 2: Migration Execution

10-step per-workload checklist: pre-migration snapshot, cluster profile deployment, namespace/RBAC setup, storage provisioning, workload deployment, GPU verification, network validation, monitoring integration, functional validation, performance baseline. Full rollback procedures for every workload type.

Phase 3: Post-Migration Optimization & Handover

GPU utilization optimization (right-sizing, MIG, time-slicing, Kueue). Observability and alerting setup. Operational runbooks. Team enablement sessions. 30-day post-migration support trial.

Deliverables

  • All assessed workloads running on PaletteAI
  • Cluster Profiles and Helm charts per workload
  • Migration validation report per workload
  • GPU optimization report with right-sizing recommendations
  • 7 operational runbooks
  • Monitoring dashboards and alert configurations
  • Team enablement session recordings and materials

Who it's for

This service is for organizations that have completed a Workload Assessment and are ready to execute the migration. It's designed for teams that need expert hands to move production AI/ML workloads without disruption.

The migration team works closely with your platform engineers and data scientists throughout the engagement.

Migrate with confidence

Every migration starts with an Assessment. Contact us to scope your project.