Intelligence of Things

Fleet management, over-the-air updates, and health monitoring for the devices you run in the field — kiosks, signage, and other edge devices. With an AI copilot built in, not bolted on.

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AI-native, end to end

The CLI and Meshware MCP surface every facet below to an AI assistant — enroll a station, ship a release, triage an incident, pull a remote screenshot — through natural language, not four different screens.

Fleet management

A first-class device model, not a bolted-on inventory table. Enroll, group, tag, and place every station — config inherits cleanly from tenant to group to site.

Over-the-air updates

Publish releases and roll workloads out to your fleet on your schedule, with health-gated rollback if something goes wrong.

Health & incidents

First-class, cause-granular health modeling — not a flat alert feed. Incidents key to the exact failing node in the health graph, even when multiple things break at once.

Remote diagnostics

Pull a screenshot, open a remote shell, or read the logs on a device without a truck roll.

Ops, with an AI copilot

Meshbot

Your fleet, in plain English

Ask a question, get an answer. Meshbot sits in every dashboard and every incident thread (@meshbot) — a read-only assistant that already knows your stations, your incidents, and your config. It runs on your own model provider, so your fleet data never leaves your control.

Meshware MCP

Bring your own agent

Meshware speaks Model Context Protocol natively. Point any MCP-capable agent at your fleet and it reasons over a typed tool catalog built for agents — not scraped CLI output, not a raw terminal. Your agent, your workflow, our fleet data.