See every agent working. Know what it costs to run.
Every appliance ships with an orchestrated view of the whole system: each agent, runtime and tool connection in one place, with CPU, memory and token metrics, benchmarked against the job it took over.
Orchestrated view
Every agent, runtime, schedule and tool connection on one screen. See what ran, what failed, and what is waiting on a person.
CPU & memory
Resource use per agent and per host, so the hardware stays right-sized before it turns into a slowdown.
Token accounting
Token use per agent, task and model, split between metered API, flat-rate subscriptions and local models.
Benchmarks
Task time, success rate and cost per task, tracked monthly against the human baseline in your ROI case.
Repeated, high-volume tasks run on Claude CLI or OpenAI Codex under flat-rate subscriptions, so routine work doesn’t run up per-token API bills. Metered models are kept for the work that needs them.
Pick one role. We’ll turn the repetitive work into an appliance.
Start with a workflow your team repeats every day: calls, messages, orders, reports, records, scheduling, or reconciliation.