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Guztia AI Infra Ops

Guztia /Services /DevOps & SRE

Platform

DevOps & SRE

The platform team you have not hired, for the parts where that makes economic sense. Increasingly this means AI infrastructure — but the pipelines, clusters and on-call rotations underneath it have not stopped mattering.

01 Where this fits now

Generic DevOps consulting by the hour is a commoditising business, and we would rather say that out loud than pretend otherwise. Agents write Terraform competently. Pipelines are largely a solved problem. If what you need is someone to write a GitHub Actions workflow, you do not need us.

What has not commoditised is responsibility. Knowing which of six plausible architectures survives your actual traffic. Being the person who is accountable at 3am. Having seen this specific failure mode before and knowing it is the driver, not the code.

So we sell operations, not hours — an arrangement where we hold the pager and you hold the code. That is the same shape as the AI Ops retainer, because it is the same business with a different workload on top.

CI/CD
Pipelines that fail loudly and deploy boringly, in whatever your team already uses.
Infrastructure as code
Modules and manifests in your repository, planned on pull requests, with state you control.
Kubernetes
Design and day-two operations. See Kubernetes.
Observability
Metrics, logs, traces and alerts that page a human only when a human is needed.
Incident response
On-call coverage with a named engineer and post-mortems that produce changes rather than documents.
Cost engineering
FinOps across cloud and, increasingly, GPU — which is the line item growing fastest almost everywhere.

Existing clients: nothing changes.

Hosting and maintenance retainers continue exactly as they are. The AI work is additive — a new thing we are good at, not a reason to stop being good at the old thing. If you are an existing client reading this page wondering whether we are about to abandon your infrastructure: we are not.

See what your AI actually costs.

Thirty minutes, free, no deck. Bring whatever you know about what your teams send to model APIs — even a rough monthly number is enough. You leave with a view on what a gateway, routing and cost visibility would look like for your organisation.