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EDGE SOFTWARE FOR IIOT + PHYSICAL AI

Give every machine a front end.

Machinechat builds ready-to-run edge software that turns live data from machines, sensors, and AI models into apps people can see, use, and trust—where the system runs.

✓ Local fi  ✓ Ready to Run   ✓  Open + extensible.
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BUILT FOR PEOPLE WHO BUILD PHYSICAL SYSTEMS

R&D Engineers

Test Teams

System Integrators

Automation Teams

Hardware OEMs

Edge AI Builders

MACHINECHAT PRODUCTS

Focussed tools for the physical world.

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MACHINECHAT

JEDI

AVAILABLE NOW

From live data to a working app.

Collect data from sensors and equipment. Build dashboards. Store history. Run rules. Send alerts and reports—all in one local application.

30-day trial

From $199 one-time

One executable

Explore JEDI
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MACHINECHAT

NEXUS

COMING SOON

One runtime. Every entity. Human authority built in.

A local-first, single-binary runtime fabric for building domain-specific IIoT and Physical AI applications through configuration—not runtime forks.

Entity graph

Typed endpoints

Ai agent ready

Join waitlist

THE MACHINECHAT THESIS

Physical systems need an application layer.

Sensors produce signals. Machines expose state. AI models produce decisions. People still need a clear way to see what is happening, review history, respond to events, and use the system.

Machinechat built that missing layer.

Sensors

PLCs

DAQ

Machines

AI models

Connect • Context • Interface • Action

Engineers

Operators

Customers

AI Agents

CHOOSE YOUR PATH

Start with the job you need done.

Deploy monitoring now

Turn a test rig, process, machine, sensor, network, or gateway into a working local data app.

Build a domain runtime

Model whole systems as entities, wire streams with pipelines, and create a tailored UI through configuration.

Ship a complete product

Bundle your hardware with a branded app, custom data sources, licensing, and a clean first-run experience.

WHAT STAYS TRUE

Software built for real systems.

Products may differ. The principles do not.

Ready to run

Start with a working product instead of assembling infrastructure.

Local by design

Keep core operation close to the system and independent of remote services.

Open and extensible

Connect existing equipment, scripts, APIs, and tools without trapping data in a closed stack.

Humans hold authority

AI can add context and propose work. People remain accountable for decisions and action.

PHYSICAL AI

Give AI context. Keep people in control.

Physical AI systems need more than a model. They need live system context, event history, operator visibility, human review, and a clear line between advice and action.

Machinechat is building that interface at the edge.

CONTEXT

See the whole system

Bring machine state, sensor data, events, and model output into one view.

REVIEW

Keep humans in loop

Make proposals, approvals, and system actions visible and attributable.

SUMMARIES

Use data with discipline

Give agents useful context without shipping raw real-time streams by default.

EDGE

Run where the system runs

Keep critical visibility available in remote, private, and air-gapped sites.

OEM APPLICATIONS

Your hardware deserves a real app.

Ship your machine, instrument, gateway, development kit, or edge system with the software experience customers expect from day one.

✓ Your brand + workflow

✓ Custom data sources

✓ Volume licensing

✓ Product-specific setup

Discuss an OEM solution

Hardware + Machinechat + your expertise

Branded local interface

Preconfigured dashboards + rules

Supportable deployment model

AT WORK IN THE REAL WORLD

Built for systems that have to work

Machinechat software has served as the front end for custom test equipment, production monitoring, equipment utilization, process visibility, and sensor and gateway solutions.

TEST

Custom equipment

Job Local interaction, dashboards, and monitoring for specialized hardware.

FACTORY

Process visibility

Live production, efficiency, and operating data where teams need it.

EQUIPMENT

Utilization

A clear view of use, state, and selected performance indicators.

OEM

Gateway products

Data collection, dashboards, reports, and a better first-run experience.

START WITH THE RIGHT PRODUCT

Find the front end your system needs

Deploy JEDI today. Preview Nexus for what comes next. Build an OEM experience that is yours.

Insights & Innovations

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