Physical AI for
mission-critical operations.

Edgescale AI bridges the gap between the cloud and the physical edge, enabling real-time intelligence where humans and machines work together.

PHYSICAL AI PARTNER ECOSYSTEM

The biggest names in AI trust Edgescale as their partner at the edge.

Bringing AI to hard-to-reach data.

Edgescale’s Physical AI Infrastructure is the integrated hardware and software layer that runs AI in the real world, coordinating data across discrete physical devices around the clock to deliver useful outcomes for operators in the field. It’s the mechanism that translates AI inference into real economic productivity gains.

Unfortunately, most Physical AI projects stall out in the pilot phase due to the complexities of deployment, integration, and testing. Edgescale’s Cube solves this. It’s a single, integrated Physical AI appliance that eliminates deployment challenges, integration headaches, and reliability issues of DIY Physical AI projects. It dropships to your location, installs in hours, and provides ROI within months – all while keeping your data private within your facility.

Outcomes

AI where the work happens.

Our Physical AI Infrastructure powers AI in the places that keep society running –  manufacturing floors, hospitals, utilities, transportation networks, and more.

Manufacturing

Typical Annual Value

$1-5M

per site, per year

in downtime reduction,
yield/quality gains

What we deliver

Reduce defects and scrap in real time.

Increase uptime of production assets.

Automate set-point control to improve yield.

Utilities & Smart City

Typical Annual Value

$500K-3M

per site, per year

in energy savings, outage
prevention & ops efficiency

What we deliver

Keep grid and facility assets running longer.

Cut energy waste through smarter scheduling.

Improve traffic flow and public safety.

Work Sites

Typical Annual Value

$500K-2M

per site, per year

in avoided incidents, downtime
& compliance costs

What we deliver

Catch safety violations before incidents occur.

Prevent equipment failures on site.

Monitor emissions and stay compliant.

Logistics & Fleet

Typical Annual Value

$500K-2M

per site, per year

in maintenance, throughput
& logistics cost reduction

What we deliver

Keep vehicles safe and equipment out of the shop.

Move more product through, faster.

Push software and map updates without the cloud.

Energy/Oil & Gas

Typical Annual Value

$2M-15M

per site, per year

in avoided downtime, energy recovery & safety incident reduction

What we deliver

Catch equipment anomalies before they trigger unplanned downtime.

Cut energy and flaring losses across remote sites.

Optimize the throughput of existing systems without new capex.

We bring AI to you.

Your systems work—but you can get more out of them.

Edgescale augments your existing systems and operators with modern intelligence and automation to increase productive output.

We bring AI to you.

Your systems work—but you can get more out of them.

Edgescale augments your existing systems and operators with modern intelligence and automation to increase productive output.

Results in days – not months or years.

Install and start working. Edgescale delivers a full-stack AI inference and data engine, enabling immediate, production-ready outcomes without endless development or integration projects.

AI that automatically integrates with your systems.

Edgescale’s Data Manifold brings leading AI and data solutions to your environment, automatically connecting all your systems and data. AI that comes to you, on your terms.

Performance you can count on.

Edgescale delivers simple, reliable, autonomous, and real-time performance at scale. It just works.

Your own private AI.

All data, models, and workflows remain on-site, owned and controlled by you. Maintain strict compliance and eliminate risk, without sending sensitive data to the cloud.

meet the cube

Your on-site AI engine for operations.

Edgescale’s Virtual Connected Edge (VCE) solution – The Cube – connects to your existing machines, devices, sensors, and industrial systems and provides the runtime for local AI. It dropships the best of AI and cloud-native software to your operational environment and unlocks a revolution in productivity.

Learn more

Unlock AI-powered output anywhere.

Talk to us