Evolutionary Operating System, Inc. (Evos) emerged from stealth on October 14, 2026, announcing US$9 million in Pre-Seed funding. The round was co-led by Uncork Capital and Field Ventures, with participation from Crosslink Capital, Utopia Capital Management, Sandwith Ventures, and angel investors. Evos builds autonomous operators for the physical economy, targeting small and mid-sized businesses in industries that software has historically underserved.
Addressing a Knowledge Gap in Physical Industries
Evos says most of the physical economy is made up of smaller companies, noting that 99.3% of US motor carriers run fewer than 100 trucks and 93% of US manufacturers have fewer than 100 employees. These businesses often depend on the judgment of experienced employees whose expertise is rarely written down. As those workers retire, the company argues, critical know-how leaves with them.
Evos operators learn a job from a company's most experienced people and then perform the work inside the systems the business already uses. The platform observes decisions and the patterns behind them rather than relying only on text. An operator is allowed to take on a function autonomously only when its decisions consistently match the team's behavior.
From Discovery to Deployment in 24 Hours
The company describes its process as the Trifecta: one hour with a company's experts, a working operator the next day, and deployment without lengthy consulting or implementation work. Evos contrasts this with traditional timelines of 9 to 18 months from consultants or partners. The platform is fully self-serve, letting teams manage outcomes instead of inputs rather than constantly prompting and reviewing AI tools.
One freight brokerage uses an Evos operator to audit every LTL carrier invoice against its transportation management system. In its first two months, the operator made nearly 3,500 audit decisions at 97% accuracy. Over the last five weeks alone, it has closed out more than US$600,000 of invoice value, demonstrating immediate financial impact.
Investor Confidence in the Operating Layer
Mike Chalfant, president of MyFreightWorld, said Evos helped revolutionize the company's billing process with zero upfront investment and impressive speed measured in days and weeks. He said the operator increased accuracy and dramatically improved efficiency, which led to a better customer experience. Chalfant added that this performance has given the company confidence to add functionality and explore new possibilities for the partnership.
Richard Kerby, partner at Field Ventures, said industrial software has historically helped people organize and track work but stopped short of doing the work. He said Evos changes that by learning the judgment behind how a business runs, working within existing systems, and taking ownership of operational functions. Kerby praised the speed at which the team turned its vision into measurable customer value.
Tripp Jones, general partner at Uncork Capital, said most software helps industrial businesses track their work, but Evos helps them get it done. He noted that teams are putting Evos operators to work on core parts of their business without long technology rollouts. Jones added that this puts powerful technology within reach of businesses the software industry has long overlooked.
Evos will formally launch its platform, Workhorse, described as the workforce for physical industries, in the coming weeks. The company, founded in 2026 and based in New York, has raised US$9 million in Pre-Seed funding from the participating investors. Its goal is to become the operating layer for the physical economy by turning human expertise into autonomous work.