Worker Autonomy: Reimagining Earth-Shaping Work From the Ground Up
Every transformative company begins with a contrarian insight. Worker Autonomy, a new startup emerging from Marina, California, is betting on one such insight: the future of land development will not be shaped by bigger machines, but by smarter ones. In an industry still dominated by diesel, hydraulics, and human-dependent precision, they see an opening for electrification, autonomy, and data-driven task execution at a scale nobody has yet captured.
The founding team brings a rare blend of domain mastery and startup urgency. CEO Lucas De Caroli has spent more than a decade in engineering and product development, including 7 years at Caterpillar, building firsthand knowledge of the operational gaps that slow job sites and drive costs. Co-founder and COO Marina Vlasova adds deep financial experience from KPMG and Deloitte, along with her own entrepreneurial foundation in ecommerce. Strategic advisors from Caterpillar and Amerequip round out the team with the kind of industry networks that shorten the typical trust-building curve.
Their thesis is elegant: mini skid steers and other compact equipment used in landscape development have seen endless new attachments, but almost no machine-level innovation. Worker Autonomy is creating fully electric, ground-engaging robots designed from the ground up to automate tasks with precision, integrate directly with existing design software, and operate through swappable batteries, implements, and a modular architecture. This is not about retrofitting autonomy onto old platforms. It’s about rebuilding the platform itself for autonomy.
The economic case is equally compelling. Traditional hydraulic, diesel-powered equipment carries a five-year total cost of ownership of more than $94,000. Worker Autonomy’s all-electric system brings that down to roughly $53,000, a dramatic 44 percent reduction made possible by removing both diesel and hydraulics entirely. The machine competes not only on sustainability and noise reduction, but on hard financial metrics that matter to contractors. And unlike any competitor in the market, autonomy is integrated from day one.
Their go-to-market strategy follows a classic intelligent-scaling playbook: field-follow programs with landscaping partners to refine real-world performance; early alliances with robotics and powertrain innovators; and future dealer partnerships to leverage existing heavy-equipment channels. The long-term vision is a dual hardware-software ecosystem, where machine sales seed the fleet and autonomy subscriptions create compounding recurring revenue.
If Worker Autonomy executes, they won’t just automate tasks. They will build the industry’s most comprehensive dataset of real-world ground-engagement cycles, creating an AI foundation that compounds in value with every job completed. That’s how category-defining companies are built: by solving a present-day labor shortage while architecting the infrastructure for an autonomous future.

