Implementation, not free-model resalePrivate 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 · ASSESSLocal 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 · PROVEPrivate 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 · AUTOMATEAI 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.