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Backed by Combinator

The AI-native industrial
systems company

We do the integration, and we build the software it runs on. Get a full controls project delivered, or deploy our SCADA platform on its own.

Services

We build and run your systems

PLC, SCADA, HMI, networking, and commissioning, delivered on our own AI platform so projects finish sooner and cost less.

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Product

Control Seat SCADA

Our modern SCADA and intelligence platform. Connect your data, then trend, analyze, forecast, and ask questions in plain language.

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Launch

See what we built.

What we do

An integrator built around modern software.

We take on the full controls stack, from PLC programming and SCADA to networking, historians, and the analytics on top. Every project runs on our own platform, so you get one integrated system instead of a patchwork of legacy tools.

PLC programming

Allen-Bradley, Siemens, and Beckhoff. Ladder, structured text, and motion logic, version controlled and tested.

SCADA and HMI

Operator screens and supervisory control, built as live software on our own platform, not static panels.

Control panels

Panel design and build, integrated with the rest of the system from day one.

Networking and OT/IT

Industrial networks that bridge the plant floor and your IT systems securely.

Historian and data

A built-in historian, so process history is there from the first day online.

Analytics and AI

Trends, anomaly detection, forecasting, and AI analysis, included in every build.

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Why we're different

We sell finished systems,
not engineering hours.

Traditional integrators bill for engineering hours on top of manual, dated tooling. Our software lets our engineers finish the same work far faster, so you pay less and get the project sooner. AI is how we do it, not the reason to hire us.

Less rework

AI helps us generate, test, and document control logic, so projects move quickly without cutting corners.

One integrated stack

Connectivity, SCADA, historian, and analytics ship together, instead of being stitched from separate vendors.

Lower lifetime cost

Modern software means fewer specialists, faster changes, and less to maintain after go-live.

Built to evolve

Your system keeps improving as the platform improves, instead of freezing the day we leave.

The platform

Every project runs on our own modern platform.

This is the software we deploy on your site. We bring our own SCADA, historian, and analytics, and connect to what you already run like Ignition and AVEVA PI, instead of reselling someone else's stack. Every build includes trends, analytics, dashboards, and AI, capabilities traditional integrators charge separately for or do not offer at all.

Connect

One layer over all your plant data.

Our platform sits over all your plant data as one live layer that reaches down to your PLCs and field devices and across to the systems you already run. Trends, analysis, and automation all read from the same place and stay in sync automatically.

  • Down to the floor: OPC UA and MQTT (Sparkplug B) to your PLCs and field devices.
  • Across existing systems: AVEVA PI, Ignition, and other historians and platforms you already run.
  • Databases and APIs: PostgreSQL, MySQL, InfluxDB, Prometheus, and REST, plus anything else you need on request.
  • Real-time and historical: stream thousands of tags sub-second, with history from the built-in historian or queried straight from your existing systems.
PLCsSensors & I/OAVEVA PIIgnitionDatabases & APIsControl Seat
Trends

A live trend workbench for the systems we build.

Your team plots any signals together on synced charts, scrubs through history, and marks the moments that matter, saving investigations as worksheets and writing up findings in a built-in journal.

  • Synced multi-signal charts: stack or overlay signals, with shared zoom, pan, and cursor.
  • Conditions and capsules: highlight the time windows where something is true, right on the chart.
  • Worksheets and journal: save investigations, annotate them, and pick up where you left off.
Line 1Line 272.4
Analytics

Detection, forecasting, and analysis built in.

More than twenty analysis tools run directly on your historical data. Find anomalies and step changes, forecast where a signal is headed, run frequency analysis, and compare patterns, with no separate data-science stack.

  • Anomaly and change-point detection: surface unusual readings and step changes automatically.
  • Forecasting: see where a signal is heading, with confidence bands and models like AutoARIMA.
  • Deep analysis: run frequency analysis (FFT), regression, histograms, and pattern matching on any signal.
nowanomaly
AI-Powered

Ask questions in plain language.

The platform's AI uses the same analytics tools to find anomalies, correlate signals, and write up what changed, then builds the view to show it.

  • Faster root cause: surface correlated tags and anomalies in seconds instead of hours.
  • Plain-language analysis: reason over years of process data without writing a query.
  • From answer to view: turn a question into a chart or dashboard in one step.
Why did Line 2 throughput drop overnight?AI ANALYSIS−18% flowRoot cause: cooling pump 3 stalled
Latency< 100ms
Tags10k+/sec
Uptime99.9%
And more

Dashboards, automation, and custom logic, on every system.

What we hand over is a full operating environment, not just a connection. Turn what the data shows into dashboards and automation that run around the clock, with custom code when you need it.

Dashboards

Build dashboards with a drag-and-drop editor, or let AI generate them from a description.

Custom code

Drop down to HTML, CSS, and JavaScript for bespoke views over your live data.

Flows

Gateway logic for alarms, schedules, and triggered automation that runs 24/7.

Industries

Built for the plants that run on real-time control.

Wherever PLCs, SCADA, and historians run the operation, we can design, integrate, and modernize it.

Manufacturing and discrete production

Lines, cells, and machines that need tight, reliable control.

Process and utilities

Continuous processes where uptime and history are everything.

Energy and renewables

Generation and storage assets that run around the clock.

Water and wastewater

Treatment and distribution systems with strict reliability needs.

Aerospace and advanced manufacturing

High-precision operations, the world our founders come from.

Buildings and facilities

Large facilities with distributed equipment to monitor and control.

How we work

From scope to running system.

A clear path from the first conversation to a system running in production, with the platform doing the heavy lifting at every step.

Scope

We map your systems, data, and goals, and agree on what success looks like.

Design

We architect the controls, SCADA, networking, and data layer as one integrated system.

Build and deploy

We program, build, integrate, and commission, on managed cloud or on-prem.

Run and improve

We support the live system and keep improving it as the platform evolves.

Enterprise

Enterprise-grade by default

The security, access control, and support enterprises expect, included in every system we deliver.

Dedicated supportOn-premiseSSO & SCIM
Role-based accessAudit logsCustom integrationsSLA guaranteeWhite labelingPriority support
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Tell us what to build or modernize.

Share your systems, your data, and where the legacy approach is slowing you down. We'll scope a project and show you what an AI-native integrator can do.

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