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New: SMB Digital Footprint packages with fixed pricing
McNaughton & Co.

What we do / Data & AI infrastructure

In-house Model Fine-Tuning Yours.

Open models fine tuned on your data and deployed inside your walls. Your institutional knowledge stays your property, on your infrastructure or a private cloud you control.

What's included

Open weight model selection

Candidate models evaluated against your actual tasks, not benchmark folklore.

Fine tuning on your data

Your proprietary data, governed clearly, never sent to third parties.

Private deployment

On premise or in your own cloud tenancy, with access you control.

Guardrails and evaluation

Quality measured continuously, with retraining cycles that keep it there.

Ideal for: Institutions that want AI capability without sending data to third parties.

01. Scope

A short discovery. We name the problem, the data, and what done looks like.

02. Build

Working software early. You see progress weekly, not at the end.

03. Operate

We run it, monitor it, and hand over documentation your team can live with.

Tell us what you're trying to solve.