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Guztia AI Infra Ops

Guztia /Services

What we sell

Services

Three things around AI infrastructure — build it, run it, govern it — and the China and cloud practice that has paid the bills since 2015 and is not going anywhere.

02 Which one

You are Start with Because
Spending more on model APIs each month and unable to explain why AI Infrastructure Setup Week one is measurement. Even if you never self-host anything, you end up knowing what you spend and on what — and the gateway makes that permanent.
Already self-hosting, and it has quietly become nobody's job AI Ops Retainer We take over existing stacks. First month is an audit you keep regardless of what you decide afterwards.
Being asked by legal, security or a customer where the prompts go AI Governance The controls need infrastructure to live in. We build the evidence; your counsel makes the argument.
Operating in or entering the China market China & APAC Connectivity, ICP filing and acceleration are prerequisites, not add-ons — including for inference that has to answer inside the mainland.
Without a cloud footprint worth putting GPUs on yet Cloud foundations Accounts, identity, network and budgets first. Everything else inherits from that layer or routes around it, and routing around it is how estates rot.

04 Cloud platforms

Six platforms, no loyalty to any of them.

Migrations, landing zones, Kubernetes, Terraform and the ongoing operation of all of it — which is now mostly in service of putting inference somewhere sensible.

Cloud migrations

Between providers, between regions, out of a datacentre, or off a vendor API onto your own hardware — increasingly the last one.

Kubernetes

Cluster design, GPU node pools, autoscaling, and the operational discipline that keeps a cluster from becoming the problem it was meant to solve.

Platform engineering

The long-running arrangement: we are the platform team you have not hired, for the parts where that makes economic sense.

Own the stack before the bill owns you.

Thirty minutes. Bring your current AI invoice. We look at what your teams send to model APIs, what it costs today, and what a self-hosted stack would cost instead. No deck, no discovery phase.