Implementation, not free-model resale

Private AI that fits the hardware and the job.

JVR does not sell access to free models. We assess compatibility, install a suitable runtime, connect bounded data and prove one useful workflow.

01 · ASSESS

Local AI Compatibility Session

Review hardware, privacy needs, model licensing and one intended workflow. Installation is attempted only where the agreed machine is compatible.

  • Hardware and storage check
  • Model/runtime recommendation
  • One bounded installation attempt
  • Written limitations
02 · PROVE

Private Knowledge Proof

A small, capped document collection connected to one search or question-answer workflow.

  • Defined document limit
  • Retrieval and citation test
  • Access/privacy boundary
  • Production estimate
03 · AUTOMATE

AI Workflow Proof

One assistant workflow using representative prompts, data and a human approval step.

  • One business role
  • One end-to-end task
  • Failure and escalation path
  • Acceptance demonstration

Not promised: training a foundation model, guaranteed accuracy, unlimited documents, compatibility with every PC, or protection that the selected upstream model does not provide.

Scoped first. Proven before scale.

Check whether private AI is realistic for your business

Give us enough detail to understand the commercial problem. We will respond with questions, a paid inspection, or a focused proof-slice proposal—not a vague transformation promise.

  • Stored privately in the JVR sales queue
  • Owner notified immediately
  • No mailing-list subscription

We do not sell or add enquiry details to unrelated marketing lists.