Phase 2: Build & Migrate
For new AI/ML workloads that haven't been built yet. ISC engineers work through discovery, architecture design, and produce a detailed implementation blueprint.
Building something new? You're in the right place. Migrating existing workloads? Start with the Workload Assessment instead.
The Workload Starter is for customers with new AI/ML workload ideas that have not yet been built. ISC engineers work through discovery, requirements gathering, architecture design, and produce a detailed implementation plan that becomes the blueprint for the Workload Accelerator phase.
The Starter exists so the build doesn't start on guesswork - it fixes architecture, resources, and scope before implementation, which is what makes the Accelerator predictable in cost and timeline.
Quick facts
1ML/AI Architecture
Define the model architecture, training and serving approach, and framework choices for the workload.
2Data Architecture
Map data sources, storage, and pipelines - how data is ingested, versioned, and served to the workload.
3Infra Architecture
Design target architecture on PaletteAI, select Cluster Profile stack, plan MLOps pipeline.
4Implementation plan
Translate the architecture into a phased plan: milestones, resource and GPU requirements, cost estimate, and the scope basis for the Accelerator engagement.
5Continuous Validation and Governance Architecture
Define monitoring, validation, and governance: quality gates, drift checks, and the controls that keep the workload compliant in production.
6Review & handover
Present to stakeholders, deliver documentation, scope the Accelerator engagement.
This service is for data science and ML teams that have a workload idea or a proof-of-concept but need expert guidance to design a production-ready architecture on PaletteAI.
It's also the right starting point if your team is new to Kubernetes-based AI infrastructure and wants a clear blueprint before committing to a full build.
Got a workload idea? The Starter gives you a production-ready design. Contact us to get started.
