AI workloads changed cloud economics. We keep them honest.

Migration was the easy part. Keeping cloud fast, governed, and affordable once AI runs on it is the real work. Our engineers build it right and keep it that way. Armed with AI that catches the drift before your invoice does.

Scope your project

2500+

Product sprints shipped

10M+

Daily users served on infrastructure we run

40+

Enterprises trusting us with critical infrastructure

400+

Engineers, designers, and product experts

Your cloud bill got unpredictable the day AI arrived.

94%

Of engineering leaders report they still cannot optimize AI infrastructure cost effectively.

98%

Of FinOps teams now manage AI spend. Two years ago it was 31%.

94%

Of engineering leaders report they still cannot optimize AI infrastructure cost effectively.

98%

Of FinOps teams now manage AI spend. Two years ago it was 31%.

What we do

Infrastructure capabilities for teams running AI in production.

We put every workload where it costs the least. And keep it there.

Most providers move everything one direction and call it done. 

We work the economics:

Bursty and unpredictable stays in the cloud
Steady and heavy often costs far less on owned infrastructure
Reviewed continuously, moved again when the math changes

How it gets done:

Our architects decide what moves, what stays, where it belongs
AI watches every workload and flags the waste around the clock
A migration done once drifts in months. We hold the gains.

You get automation's reach and the judgment of people who have run infrastructure that can't go down.

Cloud Migration

Onto the platform, without the downtime.

Assessment, architecture, zero-downtime execution
Each workload placed where its economics make sense
Governance and lineage carried through intact
Nothing lost. Not data, not institutional knowledge.

Infrastructure

The platform your engineers ship and scale on.

Internal developer platforms that compress delivery cycles
Multi-cloud, hybrid, or sovereign by design
Cost controls wired in from day one

DevOps

Pipelines that move at your speed.

CI/CD designed against your release cadence
Infrastructure as code, versioned and governed
Every release validated before it reaches production

AI Observability

Cost and performance visibility.

GPU hours, token spend, and inference costs attributed per workload
Drift caught before it reaches your invoice
Cost-per-token and cost-per-inference tracked against business value

AIOps

Autonomous operations with engineers on the calls that matter.

Anomaly detection, scaling, and remediation running continuously
GPU utilization and inference behavior monitored at the workload level
Our engineers own the decisions that automation flags

Scope your project

What we ship

Your infrastructure, your perimeter, your rules.

Built for operations that answer to regulators. Finance, healthcare, government, defense.

Public cloud, private, hybrid, or fully air-gapped

Data residency by design, not exception

No workload running anywhere your policy doesn't allow

Our engineers run it on your ground, on the same sovereign platform that powers Mustang.

Explore Mustang

Not sure where your cloud economics stand?

Two weeks against your real workloads. Every GPU hour, inference endpoint, and storage tier reviewed. A clear picture of what's recoverable before you commit to anything further.

Assess my cloud costs

Providers

AWS · Azure · GCP

Orchestration & Platform

Kubernetes · Helm · Terraform · Pulumi · Crossplane · Backstage · ArgoCD

CI/CD

GitHub Actions · GitLab CI · Jenkins · Azure DevOps · CircleCI

AI Infrastructure

NVIDIA H100/H200 · CUDA · vLLM · KEDA · Ray

FinOps & Cost Governance

CloudZero · Kubecost · Apptio · FOCUS · AWS Cost Explorer · Azure Cost Management

Observability & Monitoring

OpenTelemetry · Datadog · Grafana · Prometheus · Jaeger

AI Observability

Weights & Biases · Arize · LangSmith · DCGM Exporter

Security & Policy

Falco · OPA · Gatekeeper · Aqua

The stack keeps changing.
Being first to master it is the constant.

Scope your project

Two weeks.
One number.

We assess your cloud against your actual workloads and show you exactly what's recoverable and what's at risk. A quantified baseline before you commit to anything further.

Let’s Talk

Building AI on it?

AI Services

What we're thinking about right now.

Is Your AI Investment Delivering?

A Playbook for Eliminating The “Legacy Tax” That’s Stifling Your AI Strategy.

INTELLIGENCE

Strategy

Artificial Intelligence

Data

CRAFT

Product & Design

Technology

Excellence

RESILIENCE

Infrastructure

Security

Business Operations

Your company's AI operating system.

Local AI Councils

Global Architects

Events

Platform

Mustang

Workspaces

Engineering

Live

The Tester

The Architect

The Keeper

HR

Live

The Workforce

Procurement

Live

The Controller

Coming Soon

In Build

Growth & Customer Experience

Marketing

Your company's AI operating system.

AI workloads changed cloud economics. We keep them honest.

Migration was the easy part. Keeping cloud fast, governed, and affordable once AI runs on it is the real work. Our engineers build it right and keep it that way. Armed with AI that catches the drift before your invoice does.

2500+

Product sprints shipped

10M+

Daily users served on infrastructure we run

40+

Enterprises trusting us with critical infrastructure

400+

Engineers, designers, and product experts

Your cloud bill got unpredictable the day AI arrived.

94%

Of engineering leaders report they still cannot optimize AI infrastructure cost effectively.

98%

Of FinOps teams now manage AI spend. Two years ago it was 31%.

What we do

Infrastructure capabilities for teams running AI in production.

We put every workload where it costs the least. And keep it there.

Most providers move everything one direction and call it done.

You get automation's reach and the judgment of people who have run infrastructure that can't go down.

Cloud Migration

Onto the platform, without the downtime.

Infrastructure

The platform your engineers ship and scale on.

DevOps

Pipelines that move at your speed.

AI Observability

Cost and performance visibility.

AIOps

Autonomous operations with engineers on the calls that matter.

What we ship

Your infrastructure, your perimeter, your rules.

Built for operations that answer to regulators. Finance, healthcare, government, defense.

Public cloud, private, hybrid, or fully air-gapped

Data residency by design, not exception

No workload running anywhere your policy doesn't allow

Our engineers run it on your ground, on the same sovereign platform that powers Mustang.

Not sure where your cloud economics stand?

Two weeks against your real workloads. Every GPU hour, inference endpoint, and storage tier reviewed. A clear picture of what's recoverable before you commit to anything further.

AWS · Azure · GCP

Kubernetes · Helm · Terraform · Pulumi · Crossplane · Backstage · ArgoCD

GitHub Actions · GitLab CI · Jenkins · Azure DevOps · CircleCI

NVIDIA H100/H200 · CUDA · vLLM · KEDA · Ray

CloudZero · Kubecost · Apptio · FOCUS · AWS Cost Explorer · Azure Cost Management

OpenTelemetry · Datadog · Grafana · Prometheus · Jaeger

Most providers move everything one direction and call it done. 

The stack keeps changing.
Being first to master it is the constant.

Two weeks.
One number.