Short, focused tasks for one person.
Lightweight assistant lane
Private AI for real work
Keep sensitive work close. Start with the smallest profile that feels useful, then scale when the workload earns it.
Choose by the shape of the work, not a badge.
Short, focused tasks for one person.
Lightweight assistant lane
Structured work close to the source.
Everyday assistant lane
Content, code, and internal documents.
Strong general work lane
More nuance, steadier turnaround.
Complex work lane
Large working sets and long briefs.
Wide-context lane
Shared knowledge work for demanding teams.
High-capacity lane
Capability lanes are workload heuristics, not one-to-one hosted model claims.
* single active stream, warm decode, fixed prompt mix. Final acceptance is validated on the chosen machine.
Bring one real workflow. We map the boundary, context, and response standard.
Read, write, retrieve, classify.
What must stay close?
One person, team, or service?
Test real prompts before sign-off.
Local reduces data exposure and recurring usage costs.
Access controls, updates, monitoring, and a human owner still matter.
Share the workflow. We’ll help you find the smallest setup that earns its place.