MachineMetrics

MachineMetrics is a manufacturing execution system built around machine data. It connects directly to CNC machines and other shop-floor equipment to track what is actually happening in real time. Production managers use it to track downtime, machine utilization, scrap, and tool life, and its scheduling feature updates automatically based on how machines are actually performing, not just the original plan. A built-in AI assistant called Max AI writes shift summaries, gives setup guidance, and flags problems before they turn into scrap; staff can also ask it questions in plain language and get answers grounded in real machine signals. The platform connects to ERP and CMMS systems through open APIs. One customer reportedly connected 86 machines within a single week.

This fits a discrete manufacturer running CNC machines or similar equipment across one or more shops, and operations and continuous improvement teams that want real machine data instead of manual paper logs. A practical pilot is connecting one cell or one department first; the vendor has shown fast onboarding for dozens of machines. Pricing is not published, so treat any number as a planning estimate until you get a formal quote. The AI features work best once real machine and work-order data is flowing in, and results improve after the first few weeks. One thing to check: confirm which machine types and controllers the tool supports before you buy, since older or unusual equipment may need extra integration work.