MIStudio · Industrial DataOps · Contextual AI

Introducing Autonomous Industrial Intelligence

Connecting Everything. Contextualizing Anything.

MIStudio connects equipment, PLCs, historians, databases, MQTT, OPC UA, MES, enterprise systems, knowledge bases, and AI models — then turns that context into real factory applications.

Now AI can engineer those applications for you. Self-Building Automation. Engineered, Not Generated.

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The MIStudio continuum

Data collection→ HMI→ Analytics→ AI/ML→ Contextual AI

One platform for connectivity, applications, automation, and AI grounded in operational context.

One continuum

Start with connectivity. Grow into intelligence.

ErgoTech helps manufacturers move from raw signals to useful context: collect the data, build production applications, visualize operations, and deploy AI that understands the equipment and the process.

Connect

Data collection without rip-and-replace

Connect PLCs, sensors, databases, files, OPC UA, MQTT, REST, Modbus, Siemens, Ethernet/IP, Sparkplug, and legacy systems.

Build

Traditional HMI and factory applications

Create rich operator screens, dashboards, logic flows, animated Konva graphics, alarms, reports, and production workflows.

Contextualize

AI grounded in real operations

Combine historian data, engineering knowledge, equipment diagrams, feature extraction, and LLM workflows for explainable decision support.

New in MIStudio · Autonomous Industrial Intelligence

Self-Building Automation. Engineered, Not Generated.

Describe what you need. Watch AI build, inspect, and refine complete industrial applications in MIStudio — using standard, visible, human-maintainable components.

From equipment connectivity and application logic to SECS/GEM hosts, GEM300 equipment interfaces, industrial analytics, and rich animated operator screens. MIStudio's MCP interface works with AI models of your choice; our demonstrations use Claude.

See what AI built ↓

Built by Claude in 20 minutes

Complete SECS/GEM Host

Carrier and job setup, GEM300 host workflow, equipment status, and SECS/GEM message logging — built as an editable MIStudio application.

Built by Claude in 10 minutes

Etch Cluster Operator Interface

Animated wafer-handling robot, chamber states, GEM300 carrier and substrate tracking, and live job queues.

Not AI-generated mockups. These are real MIStudio application screens. Engineers can inspect, edit, and maintain the same components and logic the AI uses.

MIStudio Platform

Factory intelligence without a giant custom software project.

MIStudio is a unified industrial DataOps and application platform for building integrations, HMIs, dashboards, AI/ML pipelines, and contextual AI applications that can be maintained by engineers — not only software teams.

Low/no-code application development
Assemble data, logic, visualization, and AI blocks into deployable systems.

Edge-to-cloud or on-prem
Deploy near equipment, in a plant network, or into enterprise architectures.

AI-ready operational context
Structure data for FDC, RMS, analytics, AI/ML, and natural-language queries.

Contextual AI example

Boiler troubleshooting with data, diagrams, and knowledge.

Instead of generating opaque custom code, MIStudio assembles a contextual AI application from visible blocks: a knowledge base, feature extraction, live or historical values, user prompts, and structured AI output.

RAG-encoded P&ID Feature extraction Historian queries Explainable output

A contextual AI application built in MIStudio from standard connected blocks.

Videos

See the ideas in action.

Two quick examples: contextual AI for boiler troubleshooting and a broader ErgoTech / MIStudio talk from the PROVEit stage.

Autonomous Build Demo

Power Grid Analytics

Industrial automation

Built on 25+ years of automation experience.

MIStudio was developed solving some of the most demanding automation challenges in semiconductor manufacturing, where reliability, traceability, and real-time integration are essential. Today the same platform connects equipment, PLCs, sensors, historians, MES, databases, and enterprise systems across manufacturing, energy, water, life sciences, and other industrial environments.

Our semiconductor experience continues through TransSECS and GEM300 integration, while MIStudio provides the application platform for data collection, visualization, analytics, AI, and Contextual AI.

For deeper SECS/GEM and GEM300 details, visit secsandgem.com.

Build the next factory application from the data you already have.

Connect everything. Contextualize anything. Deploy quickly.

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