A read-first MCP data tap for OPC UA, Modbus, S7, EtherNet/IP, BACnet and more. It returns a downtime root-cause verdict with cited evidence and audits every call. The analysis is deterministic, and an LLM is optional.
For controls and operations teams: let an agent read plant data with an audit trail. Six tools can send data off the box by design, and one setting turns them off.
Its tools compute properties for 29 fluids, pipe and duct sizing, and liquid, gas and steam networks from reference equations, so the figure doesn't come from the model's guess. The accuracy claims are vendor-reported.
For process and mechanical engineers: each answer comes with its method and validity range, so it can be checked.
Schneider reports third quarter revenue up 17% organic to a record 11.5 billion euros, and says data center demand grew by triple digits. It raised its 2026 target and now expects 12% to 14% organic revenue growth this year. These are company-reported results.
A simulated abrasives plant feeds live OPC UA values to an MCP server that calculates every KPI and traffic light the same way each time, and Claude only picks the tools and writes the answer. It is read only, scopes data by role and logs every tool call.
For plant managers and shift leads: a clean model of how to let AI explain the dashboard without letting it make up the figures.