About

We build the infrastructure your AI runs on.

NeuronShield is a specialist consultancy for production AI infrastructure. We sit at the intersection of MLOps, DevSecOps, and SRE — and we've spent 20+ years operating that intersection inside Tier-1 banking, Fortune 100 healthcare AI, and enterprise cybersecurity programs.

We're not a generalist consultancy that "also does AI." We're a focused team that builds GPU Kubernetes platforms, ships model-serving stacks, and instruments the kind of observability that lets you sleep at night.

20+ yrs
Platform engineering across regulated industries
50,000+
Servers under management at peak
$170K/mo
Wasted GPU spend recovered for a single client
6 weeks
Zero-to-canary on a new MLOps stack
What we believe

Six principles we won't compromise on

Production over prototype

We measure success by what survives in production at 3 AM, not what looks good in a demo. Every recommendation is grounded in real on-call experience.

Numbers over narrative

We bring spreadsheets, dashboards, and line-item findings — not slide decks of platitudes. If we can't put a dollar or a metric on it, we don't claim it.

Reversible by default

Every change we ship comes with a documented rollback. Every deployment has a canary. Every promotion is reversible in a single API call.

Boring infrastructure

We pick proven tools over novel ones. Kubernetes, Terraform, Prometheus, Vault — chosen because they're uneventful, not because they're trendy.

Security as default

Zero Trust, signed images, least-privilege IAM, audit trails. Not as add-ons, but as the baseline configuration on day one.

Hand off, don't hostage

Every engagement ends with your team owning what we built. Documentation, runbooks, and pairing time are part of the deliverable, not an upsell.

Where we've worked

Production experience across regulated industries

Specific client engagements are confidential by default. Industries we've operated in:

Banking & Financial Services

Tier-1 investment banks, retail brokerages, treasury and risk infrastructure, low-latency trading clusters.

Healthcare AI

Fortune 100 healthcare programs running real-time RAG inference, clinical decision support, regulated data pipelines.

Cybersecurity Programs

University research programs, enterprise security operations, vulnerability management at fleet scale.

High-growth Startups

Series A–C startups bringing platform discipline to fast-moving teams without slowing them down.

Credentials

Depth that's been audited

Want to see if we're a fit?

Send a short summary of what you're working on. We'll come back with a candid read on whether we can help and what the engagement would look like.