Managed AI Infrastructure

AI innovation needs infrastructure that just works.

We manage the complexity of GPU infrastructure so your team can focus on building what's next.

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Lower costs

Continuous utilization and spend review across providers.

Better performance

Environments tuned for training and inference workloads.

Built to scale

From one GPU to clusters — the environment grows with you.

Direct expert access

You work with the person running your infrastructure.

Environments we work across AWSAzureGCP GPU neocloudsbare metal

The Challenge

Infrastructure shouldn't slow your AI team down.

Managing GPU infrastructure is complex, expensive, and constantly changing. Every hour your engineers spend debugging drivers, chasing provider outages, or untangling deployment issues is an hour not spent on your product. Infrastrox gives you production-ready infrastructure management that scales with your needs — without adding headcount.

Free

Initial infrastructure assessment

30 min

Discovery call, no commitment

1 day

Business-day response, in writing

One

Accountable point of contact

Our Services

End-to-end AI infrastructure management

You keep full ownership of your models and applications. We manage the compute environment they run on.

GPU Capacity Sourcing

Access the right GPUs from cloud and bare-metal providers — sourced and coordinated on your behalf.

Infrastructure Management

Setup, configuration, patching, monitoring, and scaling — handled end to end.

Cost Optimization

Continuous utilization tracking and right-sizing to reduce GPU and cloud spend over time.

Security & Access

Least-privilege access, secrets management, network segmentation, and security review.

Monitoring & Support

Proactive monitoring, alerting, and defined escalation so issues get caught before your users notice.

Deployment & MLOps

Containers, drivers, infrastructure-as-code, and getting workloads into production reliably.

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Our Process

Simple process. Serious operations.

Four phases, no black box — you know exactly where things stand at every point.

Assess

We analyze your current setup, workloads, spend, and goals.

Design

We architect the optimal environment for performance and cost.

Deploy

We provision, configure, test, and migrate — you stay focused on product.

Manage & Optimize

We continuously monitor, optimize, and scale your environment.

Who It's For

Built for teams that outgrew "someone will handle it."

Infrastrox fits best when these sound familiar:

You're a 10–100 person team running training, fine-tuning, inference, or RAG workloads
GPU and cloud spend is meaningful — enough that optimization actually matters
You have strong ML and software engineers, but no dedicated SRE or MLOps headcount
You're on (or evaluating) AWS, Azure, GCP, neoclouds, or dedicated GPU servers — or several at once
Cost, reliability, or deployment complexity is eating engineering time you can't spare

Start with a free assessment.

A 30-minute conversation about your workloads, spend, and where the friction is. No commitment — if we're not the right fit, we'll tell you.

Get a Free Assessment

Services

An outsourced AI infrastructure function.

You keep full ownership of your models and applications. We manage the compute environment they run on — end to end.

01Assessment

We start by understanding your workloads: utilization patterns, latency requirements, security needs, availability targets, growth plans, and what you're actually spending today.

02Architecture

GPU class, provider selection, storage, networking, deployment model, and scaling approach — designed for your workload, not copied from a reference diagram.

03Procurement

We source the right capacity from third-party providers and coordinate commitments on your behalf, so you're not navigating a dozen sales processes alone.

04Deployment

Linux, containers, drivers and CUDA, infrastructure-as-code, networking, secrets management, observability, and getting your workloads live — done right the first time.

05Operations

Monitoring, alerting, patching, capacity changes, and incident coordination with upstream vendors. The unglamorous work that keeps everything running.

06Optimization

Reducing idle capacity, right-sizing GPUs, improving provider economics, and automating what repeats. Your bill should trend down as we learn your workload, not up.

07Support

Defined response and escalation processes. When something breaks, you know exactly who's on it — because it's the same person who built it.

Not sure what you need yet?

That's what the assessment is for. Tell us what you're running and what hurts, and we'll map it out together.

Request an Assessment

How It Works

A defined process, from first call to steady state.

No mystery, no black box. Here's the path every engagement follows:

Discovery call

A 30-minute conversation about your workloads, team, current providers, and where infrastructure is costing you time or money.

Assessment

We dig into requirements, current spend, and architecture, and gather quotes from upstream providers that fit your workload.

Proposal

A concrete architecture and commercial proposal: what we'll build, what it costs, and how infrastructure pass-through and our management fee break down — separately and transparently.

Agreement

Clear contracts before commitments: service scope, response expectations, and payment terms in writing. We never lock you into upstream capacity before your side is settled.

Implementation

Provision, configure, deploy, test, migrate. Your team stays focused on the product while the environment comes up around it.

Ongoing operations

Monitor, alert, optimize, report, support. Regular reviews of utilization and spend, capacity planning as you grow, and one accountable point of contact throughout.

On pricing

We keep infrastructure economics and our value separate. What you pay upstream providers passes through visibly; our management fee reflects the architecture, operations, optimization, and support on top. You'll never wonder whether advice to scale up is really about our margin.

Step one costs nothing.

The discovery call and assessment are free. If the numbers don't make sense for you, we'll say so.

Book a Discovery Call

About Infrastrox

The person you email is the person running your infrastructure.

Infrastrox is founded and run by Xavier — and that's not a figurehead credit. When you work with Infrastrox, the person on your discovery call, the person architecting your environment, and the person answering when something needs attention are the same person.

My background is in industrial data infrastructure — building and running the automated pipelines that connect on-premises operational systems to cloud platforms, where reliability isn't a slide-deck value but a daily operating requirement. That's the discipline Infrastrox brings to AI workloads: infrastructure treated as something that has to work every day, not something that gets attention when it breaks.

Infrastrox is deliberately small. No account managers, no ticket queues routing you to whoever's on shift, no re-explaining your setup to a new face every quarter. That's not a limitation we're apologizing for — it's the product.

How we operate

Direct access — you talk to the person doing the work, always
Transparent economics — pass-through costs and our fee, shown separately
No speculative lock-in — commitments follow your contract, never precede it
Honest scoping — if a workload isn't a fit for us, we'll tell you
Documentation as standard — your environment is never a mystery to you

Talk to the founder. Literally.

Every conversation starts with me. Bring your hardest infrastructure question.

Get in Touch

Start the conversation.

The easiest way to reach Infrastrox is email — it lands directly with the founder, and you'll hear back within one business day.

info@infrastrox.com

Useful things to include, if you have them handy: what you're running (training, inference, fine-tuning), roughly what you spend on GPU/cloud today, which providers you're on, and what's currently hurting — cost, reliability, or engineering time.

Request a Free Assessment

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