How to Write a Test Plan for AI Infrastructure
A practical guide to AI infrastructure testing, covering acceptance criteria, FAT, SAT, UAT, performance validation, and risk management for AI
Move AI from Experimentation to Production
We help organisations build production-ready AI environments that support development, deployment and ongoing management at scale.
Specialist Expertise
MLOps Architecture
Design scalable operating models that support AI delivery from development through production.
Including: Kubeflow, MLflow
AI Platform Engineering
Build secure, resilient platforms for model training, deployment and management.
Including: Kubernetes, OpenShift
Model Lifecycle Management
Establish processes for monitoring, governance and continuous improvement.
Including: MLflow, Weights & Biases
AI Framework Support
Support development teams working with leading machine learning frameworks.
Including: PyTorch, TensorFlow, JAX
With unparalleled experience in deploying major, multi-million-pound systems worldwide, Red Oak Consulting stands as a leader in the field.
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High-Performance Computing projects delivered
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HPC projects delivered on time
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HPC procurements ranging from £100K to £500 million
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Proven track record of customer satisfaction
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HPC in the Cloud projects
What Success Looks Like
- Infrastructure aligned to actual workload requirements.
- Reduced deployment risk and rework.
- Improved platform scalability.
- Faster implementation timelines.
- Better utilisation of compute and storage resources.
Red Oak made the whole project go smoothly and they understood our expectation. The Team was very friendly and approachable and showed a high level of professionalism. The Red Oak Team put a lot of effort in the commissioning and it was hugely appreciated.”
Swansea University,
College of Engineering
The procurement was highly successful. Owen was highly professional and highly knowledgeable. And Mark really saved the day for us. Both Owen and Mark smoothly integrated into the KAUST team but more importantly, believed in our mission to deliver this computer in order to support the global ambitions of KAUST and the kingdom of Saudi Arabia.”
King Abdullah University of Science and Technology
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