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Services

We work with startups and mid-size companies building AI products on AWS that need infrastructure that is production-ready, cost-visible, and maintainable.

AWS Infrastructure for AI Workloads

You’re building with AI — we make sure the foundation doesn’t fail you.

Most AI products fail at the infrastructure layer, not the model layer. We design and deploy AWS environments purpose-built for AI workloads — with the right compute strategy, networking, IAM posture, and automation from day one.

  • Architecture review and greenfield design for AI workloads
  • AWS Bedrock and SageMaker deployment and configuration
  • VPC, networking, and security posture aligned to production requirements
  • Cost-aware compute selection — EC2, ECS, EKS, Lambda — matched to your workload
  • Infrastructure as Code (Terraform/CDK) so nothing lives only in a console

AI FinOps

What is your AI actually costing you per user, per feature, per workflow?

Most companies deploying AI have no idea what it costs at a unit level. Aggregate AWS bills tell you nothing useful. We build the visibility layer and the optimization strategy on top of your actual data.

  • Token cost attribution by feature, user segment, or workflow
  • AWS CUR analysis and Bedrock cost data instrumentation
  • Model right-sizing — matching model capability to task cost
  • Spend anomaly detection and budget guardrails
  • FinOps reporting that ties AI spend to product outcomes

Implementation & Integration

We don’t hand over a document. We build it with you.

Consulting that ends at a slide deck is wasted money. Our engagements go from architecture through deployment — working alongside your team until the system is live, monitored, and understood by the people who will maintain it.

  • Hands-on build alongside your engineering team
  • Integration with existing AWS accounts, CI/CD, and observability stacks
  • Deployment to production with runbooks and operational handover
  • Not a proof of concept — production-ready from day one
  • Knowledge transfer so your team owns what we build

Not sure which service fits? Book a 30-minute call — we’ll tell you honestly what would help and what wouldn’t.