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AWS AI Infrastructure

AWS AI Infrastructure

AWS AI Infrastructure

Deploy production AI systems on AWS — from SageMaker model hosting and Bedrock foundation models to EKS GPU clusters and Lambda-powered serverless inference.

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Enterprise AI on AWS

AWS is the world’s leading cloud platform for AI infrastructure, and Tensorplay’s engineers have deep expertise across the entire AWS AI stack. We design, deploy, and operate AI systems that leverage AWS’s managed services and custom compute to deliver the right balance of performance, reliability, and cost.

What we handle for you:

  • Amazon Bedrock: Integration with foundation models (Claude, Titan, Llama on Bedrock) with proper security and VPC configurations
  • Amazon SageMaker: End-to-end ML pipelines from training to real-time inference endpoints
  • EKS + GPU: Kubernetes-based GPU inference clusters with autoscaling and Karpenter
  • Lambda + API Gateway: Serverless AI inference for low-traffic or bursty workloads
  • Aurora pgvector & OpenSearch: Vector search integrated into your existing AWS data layer
  • IAM & VPC security: Proper network isolation, least-privilege access, and audit logging for AI workloads

We’ll help you navigate the AWS AI service landscape and pick the right architecture for your use case and cost targets.