A server dying while you are at the airport. That is the moment that sells this category. The real job is not chatting from the couch; it is knowing whether the server is alive from another timezone. - A good one shows loaded models per machine, memory pressure before it becomes a crash, start/stop/swap without a laptop, and alerts when something goes down. - No single famous app owns this. People assemble it: model server, a monitor like Uptime Kuma or Grafana, a phone-friendly front end. - Look for offline-first design, no data leaving your machines for the dashboard to work, multi-server support from day one, readable error logs. - Personal setup: weekend project. Business setup: part of the deployment people forget until the first outage. PrivateLLM deploy handles the whole thing: private LLM on AWS, $50 setup plus usage, monitored properly.