AI Production Diagnostics

Get your AI past the wall between prototype and production.

UnblockedOps is a diagnostic consultancy for teams running AI on Kubernetes. I uncover the cost and security blockers keeping your AI out of production and hand your team a clear, prioritized plan to get past them — one your engineers can run on their own.

How it works

Every engagement starts with a free, focused hour — the First Look — on where you're stuck and where it might be coming from. From there, the Diagnostic investigates your whole stack and traces your cost and security blockers down to the layers where they're actually hiding. The deliverable is a prioritized plan with a number and an owner on every fix, written so your team can act on it the day they get it.

The full picture — symptoms, the offer, who it's for — is on the Diagnostic page.

About

UnblockedOps is founded and run by Clayton Lemons — twenty years of debugging hard systems across healthcare, government, research, and enterprise, from kernel drivers and compilers to data pipelines carrying records for millions of patients, and the GPU clusters and Kubernetes platforms where AI runs in production today.

Kubernetes CKA / CKAD / CKSNVIDIA Certified AI InfrastructureAzure · AWS · GCPAI · ML · Data SystemsGPU Compute & Optimization

Writing

Coming soon — field notes on AI infrastructure: where cost hides, where security debt accumulates, and the places problems go to stay invisible.