Key Highlights
- Industry: Media & Entertainment
- Solution Type: AI GPU Cluster Deployment
- Technologies: NVIDIA H200 GPUs, CUDA, Ubuntu Server
- Engagement Model: End-to-End Delivery & Technical Advisory
A global media company was expanding its use of artificial intelligence for content recommendation, video generation, and large-scale data analysis.
Their existing compute environment was CPU-based and lacked the performance required to support these next-generation workloads.
The customer needed a high-performance GPU cluster that could serve as the foundation for their new AI initiatives, while being scalable, power-efficient, and operationally reliable. Origen was engaged to deliver a complete, end-to-end solution.
Challenge

The organization faced several challenges in bringing AI infrastructure online:
- No existing GPU environment or reference architecture.
- Limited internal experience with large-scale AI hardware integration.
- Requirement to complete deployment within a tight timeline.
- Lack of vendor professional services, all delivery and validation had to be handled independently.
The client required a trusted partner capable of managing everything, from design and hardware integration to software setup and validation, while minimizing disruption to ongoing operations.
Solution

Origen provided a turnkey GPU cluster solution, handling every stage of deployment.
Our approach included:
- Architecture & Design Advisory: Guided the customer through evaluating multiple hardware configurations and vendors to ensure optimal performance-to-cost ratio.
- Hardware Delivery & Installation: Managed end-to-end logistics, including cabling, racking, and server installation, ensuring data center readiness and reliability.
- Software Integration: Installed and configured the operating environment, GPU drivers, and AI frameworks necessary for production workloads.
- Validation & Testing: Verified application compatibility and performance benchmarks to ensure readiness for both training and inferencing tasks.
By combining technical expertise with a consultative delivery model, Origen ensured that the customer’s first AI infrastructure deployment met both performance and scalability goals.
Outcome
The engagement resulted in the successful deployment of the customer’s first AI GPU cluster, powered by NVIDIA H200 GPUs.
The system enabled the organization to:
- Accelerate AI model training and video processing workflows.
- Establish a standardized GPU infrastructure blueprint for future expansion.
- Gain immediate insights into workload optimization and resource utilization.
The solution delivered both immediate operational value and a long-term foundation for continued innovation in AI and media production.

