Caterpillar spent decades learning to automate mine sites. Now it's applying those lessons everywhere, including the construction boom reshaping South Florida.
Nearly every company deploying AI hits the same wall: making the technology fit real, everyday operations. Caterpillar has been solving a physical-world version of that problem for years.
From Hazardous Mines to Everyday Jobsites
Caterpillar's autonomous push started with mining, where labor shortages and dangerous conditions made automation an easy case to make. Today it sells automated haul trucks, drilling equipment and remote-controlled construction machines.
"Now we're in this super exciting time where we can take all of that learning from mining and bring it into much more dynamic environments," CTO Jaime Mineart said at the Ai4 conference in Las Vegas.
The Assistant Already in the Field
One example is the Cat AI Assistant. Field technicians use voice commands to pull up repair procedures and identify parts before starting a job.
The tool draws on Caterpillar's own connected equipment data. Mineart said the company has about 1.6 million connected assets globally, generating more than 16 petabytes of structured data.
"The hard part about autonomy and about physical AI is incorporating that technology into the customer jobsite and into the workflows," Mineart said.
Where That Equipment Actually Lands in Miami
None of that technology reaches South Florida jobsites directly from Caterpillar itself. It flows through dealers like Kelly Tractor.
Kelly Tractor has been the authorized Caterpillar dealer for all of South Florida since 1933. The company is headquartered in Miami and supplies the equipment behind much of the region's construction and infrastructure work.
South Florida's own construction boom is driven partly by data center projects like Iron Mountain's Miami-Dade buildout. That's exactly the kind of active jobsite Caterpillar's newer tools are built for.
Training 118,000 Employees for What Comes Next
Deploying autonomous machines is only part of the challenge. Mineart said companies also have to rethink how people work alongside the technology itself.
Caterpillar plans to spend $100 million over the next five years training its 118,000 employees in AI, autonomy and robotics.
Some equipment operators may shift from running a single machine to overseeing several from a remote command center. Caterpillar leans on experienced operators to help train the AI systems that make that shift possible.
The Business Case Behind the Push
The investment lines up with real financial pressure. Caterpillar's quarterly revenue reached an all-time high of $20.5 billion, with power-generation sales up 72% on demand tied to data centers.
CEO Joe Creed put it plainly: "No one is slowing down" when it comes to cloud computing and generative AI infrastructure.
For Kelly Tractor's customers building out South Florida right now, that demand isn't an abstraction. It's the equipment order sitting on their own lot.