Measured evidence instead of momentum
Keep ThinkingAI · Markets · Society
On-prem & private

Local AI implementation

AI that never lets your data leave the building.

The engagement, in one paragraph

Deployment of open-weight models on infrastructure you control: on-prem, in your private cloud, or fully air-gapped for regulated environments. Includes private retrieval over your own documents, so staff get AI answers grounded in company knowledge without a byte leaving your perimeter.

Standard for every engagement

Written scope before any spend Measurements, not vendor claims You own the deliverables

What you receive

The deliverables.

01

Model selection benchmarked on your documents and tasks

02

On-prem or private-cloud deployment, hardened and documented

03

Private retrieval (RAG) over internal document stores

04

Access controls, audit logging, and update procedures

05

Operations runbook your own team can maintain

Fit check

Signs you need this.

Legal or compliance has banned sending data to external AI APIs

You operate in a regulated industry with residency requirements

Staff already paste sensitive documents into consumer chatbots

You want AI capability without a per-seat vendor dependency

None of these fit?

Briefs arrive in every shape. Describe the problem in plain language, the scoping step exists to find the right service, including when the right answer is none of them.

On-prem & private

Start with a brief, not a purchase order.

Start a brief