A week-long wait for a GPU, turned into same-day self-service.
We turned an environment where research teams waited a week for GPUs into a Kueue self-service portal. Utilization doubled; the same cards now run more experiments.
View case →● CLOUD & INFRASTRUCTURE
Easy to scale, half the cost. AWS that just runs.
Not just new builds — we normalize the cost, security, and operations already leaking in your environment.
−0%
infra cost
100s
GPU fleet
0mo
zero downtime
● THE PROBLEM
If this sounds familiar.
If even one of these is familiar, this service closes that gap.
Cost leakage
Idle resources, wrong instances, an endless bill.
No governance
Permissions and security spiral as accounts multiply.
GPU bottleneck
Expensive cards sit idle, or one team monopolizes them.
● SCOPE
What, how far, what we leave behind.
We design and build scalable, cost-efficient AWS foundations, and normalize environments that are already running.
How far
- Architecture design & build
- Multi-account governance & security baseline
- Cost optimization
- High-difficulty GPU·Kubernetes infrastructure
- IaC operational automation
Deliverables
- Architecture diagrams · ADRs
- IaC codebase
- Cost optimization report
- Governance·security baseline
- Operational handover docs
● HOW WE WORK
How we work.
01
DiagnoseSnapshot current cost·security·architecture; find the leaks
02
BaselineMulti-account governance + security baseline
03
Optimize/BuildRebuild with IaC, GPU scheduling, cost guardrails
04
Hand overOps docs + automation + cost dashboards
● EVIDENCE — NOT COPY
A record of what we shipped.
Major university hospital · H100 self-service orchestration
0.0×
GPU utilization
1wk→same-day
allocation
0mo
zero downtime
● STACK & DOMAIN
Stack & domain.
AWS OrganizationsTerraform / CDKEKSKueueKarpenterCost Anomaly Detection
Governance that understands the isolation and audit demands of regulated industries (healthcare·finance).
● PLATFORMS
We fit the workload, not a vendor.
We design for multi-cloud from the start — pick the right platform, mix them, move between them. No vendor lock-in.
Public Cloud
AWS
Google Cloud
Azure
NCP
NHN Toast
Virtualization & Enterprise
VMware
Modern & Edge
Vercel
Supabase
Data
Snowflake
● FAQ
Frequently asked.
It's already in production — is it safe to touch?+
Diagnose → baseline → incremental rollout. We move to IaC with zero downtime as the premise.
Can we engage you just for GPU infrastructure?+
Yes. GPU scheduling is the most common standalone request we get.
Isn't the cost saving temporary?+
We embed guardrails and anomaly detection as code so it doesn't leak again.
If the bill scares you every month, start with a free cost diagnosis.
A free 30-minute consult to set the direction first.