SHU — Private AI Infrastructure for Enterprise. Sovereign, patent-pending Ingestion-Time Intelligence that reads your files the moment they land and never lets a byte leave your servers.

Private. Smart. Easy.

Your AI should be .

Two ways to work with us

Buy it turnkey, or have our engineers build it with you.

The product

Turnkey private AI

Your own private AI stack, running on your own data inside your own environment. You set it up, at your own pace.

  1. 1Create your account and pick a model
  2. 2Point it at your documents and systems
  3. 3Live by the end of the day
Get Started
The service

Forward Deployed Engineering

Our engineers come to you, build it with your team, and stay on it. For the work that is too sensitive, too tangled or too important to do alone.

  1. 1Engineers embed with the people who own the problem
  2. 2We deploy inside your environment and wire up your data
  3. 3Real workflows running in production, not a pilot
Explore Forward Deployed Engineering

BUILT FOR THE ROOMS THAT CAN'T AFFORD A LEAK

Ingestion-Time Intelligence

The ITI patent application covers a method of AI data processing in which comprehension, mapping, entity recognition, document linking, and query preparation occur at the moment of data ingestion rather than at query time — a structural change to where the comprehension workload sits in the pipeline.

See the Patent

Why use SHU?

Your AI, kept inside your walls. Tap any reason to see the difference.

Why SHU is better

Honest comparison.

Ingestion-Time Intelligence: SHU comprehends each document once, at the moment it's ingested — so every later answer is instant, fully cited, and never re-exposes your files to an outside model.

SHU is the Real Deal

Two Brothers. One Impossible Choice.

Every prompt, every strategy, every document you feed most AI — it stays. It trains. It becomes part of a model you don't own and can't audit. That's not a bug. It's the business model.

Scotch McClure was building a biotech company on decades of original drug science. He read what the leading AI labs' enterprise terms actually learnt of his data — and refused to pay that price.

So he called his brother Jon: “We build our own private AI — one that keeps the data sovereign, self-owned, fully audited.”

Jon McClure had spent twenty years securing critical hospital infrastructure — and kept 150+ hospitals running through a global pandemic on one rule above all: privacy first, or nothing else holds.

He built SHU from the ground up. Not a wrapper. Not a fine-tuned model. A fundamentally new architecture that protects your data the moment it enters the system — before it can ever be seen, stored, or trained on by anyone but you.

SM Scotch McClureFounder · biotech & original science
JM Jon McClureArchitect · 20 yrs critical infrastructure

They filed the patent application immediately. SHU — Structured Heuristic Understanding.

Only. Yours. SHU.

Get your own private AI stack — live by the end of the day.

Get Started

Beta available now — start today