R&D Engineers
Test Teams
System Integrators
Automation Teams
Hardware OEMs
Edge AI Builders
Built for people who build physical systems
Machinechat products
Focused tools for the physical world.
Each product has one clear job. Start with the one that fits what you need to ship.
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 builds that missing layer.
Reference architecture
Sensors
PLCs
DAQ
AI models
Machinechat software
Connect · Context · Interface · Action
Engineers
Operators
Customers
AI agents
Turn a test rig, process, machine, sensor network, or gateway into a working local data app.
Try JEDI
Model whole systems as entities, wire streams with pipelines, and create a tailored UI through configuration.
Join waitlist
Choose your path
Start with the job you need done.
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.
What stays true
Software built for real systems.
Products may differ. The principles do not.
Context
See the whole system
Bring machine state, sensor data, events, and model output into one view.
Review
Keep humans in the 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.
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.
The product stack
Hardware + Machinechat + Your Expertise
Branded local interface
Preconfigured dashboards + rules
Supportable deployment model
Test
Custom equipment
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.
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.
