AI Infra Scale

AI Infrastructure that runs in production

Kubernetes consulting designed for enterprise-grade scale. We bridge the gap between research prototypes and global production systems.

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ops@thnkbig-production

Trusted By Leaders in Fortune 500 Energy & Finance

dataset Bethesda Game Studio
dataset Mimir
dataset Delta Data
run AI on Kubernetes
66%
but only 7% deploy daily
CNCF 2025 Survey
say the #1 obstacle
47%
is organizational, not technical
CNCF 2025 Survey
GitOps adoption gap
0→58%
from Explorer to Innovator
CNCF 2025 Survey
of container users
82%
run Kubernetes in production
CNCF 2025 Survey

Kubernetes Platform

grid_view

Your team shouldn't be debugging CNI plugins at 2am. We design, deploy, and operate production Kubernetes — RKE2, EKS, bare metal — so your engineers ship features instead of fighting infrastructure.

RKE2 / EKS GITOPS BARE METAL MULTI-CLUSTER
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AI/ML Infrastructure

memory

GPUs are expensive. Idle GPUs are unforgivable. We build inference and training infrastructure with intelligent scheduling, spot orchestration, and autoscaling — so every dollar of compute actually works.

NVIDIA KUBEFLOW RAY TRITON KSERVE
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Security & Governance

shield

Compliance isn't a checkbox — it's a deployment gate. We embed policy-as-code, image signing, and audit trails directly into your CI/CD pipeline. SOC2 and HIPAA controls enforced at the pipeline level — every deploy, not once a quarter.

FIPS COMPLIANT FALCO OPA KYVERNO
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The gap between AI prototype and production isn't code.
It's infrastructure.

66% of organizations run AI on Kubernetes, but only 7% deploy daily. The gap isn't ambition — it's the infrastructure maturity to ship reliably at scale.

CNCF 2025 ANNUAL SURVEY · 628 ORGANIZATIONS
93%
of organizations deploy AI models less than daily
Explorer
8% of orgs
GitOps
N/A
CI/CD
42%
Daily Releases
~0%
Auto Deploy
8%
Adopter
32% of orgs
GitOps
12%
CI/CD
68%
Daily Releases
14%
Auto Deploy
22%
Practitioner
34% of orgs
GitOps
34%
CI/CD
84%
Daily Releases
28%
Auto Deploy
41%
Innovator
25% of orgs
GitOps
58%
CI/CD
91%
Daily Releases
41%
Auto Deploy
59%
Where We Operate
We move organizations from Adopter to Innovator.
VELOCITY
Continuous Delivery
93% of orgs deploy AI models less than daily. We build the GitOps foundation to ship continuously.
STABILITY
Infrastructure Maturity
The #1 challenge is organizational, not technical. We operationalize the tools your team has already adopted.
SCALE
Production Inference
GPU scheduling, model serving, and cost control built for production, not just for notebooks.
Schedule Assessment
or view our case studies →
The ThnkBig Difference

Built by Engineers,
for Engineers.

No slideware. No "digital transformation" buzzwords. Just battle-tested infrastructure expertise.

Engineering First

We aren't project managers. We are senior infrastructure engineers who write code, build pipelines, and debug kernels.

Vendor Neutral

AWS, GCP, Azure, or Bare Metal. We architect the best solution for your specific workload, not our partnerships.

Production Focused

We don't build POCs that sit on a shelf. We build resilient systems designed to handle millions of requests.

Ready to take command of your
infrastructure?

Schedule Consultation