Small and mid-sized corporations make up a lot of the bodily economic system: 99.3% of US motor carriers run fewer than 100 vehicles, and 93% of US producers make use of fewer than 100 individuals. Their most precious asset is the judgment of workers with 20 years on the job, and software program that solely data what already occurred captures nearly none of it, in order that data leaves when these veterans retire. Evos builds autonomous operators that be taught a job from an organization’s most skilled individuals, show they’ll match these individuals’s choices, after which do the work contained in the TMS, WMS, ERP or shared inbox the enterprise already runs. Every operator begins in shadow mode, takes over a perform solely after its choices persistently match the workforce’s, and offers the enterprise management over how a lot autonomy to grant. One freight brokerage makes use of an Evos operator to audit each LTL service bill in opposition to its TMS, and the operator made almost 3,500 audit choices at 97% accuracy in two months and closed out greater than $600K of bill worth within the final 5 weeks alone. Evos handed $1M in ARR 4 weeks after its first deployments, and each buyer has added operators past its first.
AlleyWatch sat down with Evos Founder and CEO Urav Shah to be taught extra concerning the enterprise, its future plans, current funding spherical, and far, far more…
Who had been your buyers and the way a lot did you increase?
We raised $9M in pre-seed funding. The spherical was co-led by Uncork Capital and Subject Ventures, with participation from Crosslink Capital, Utopia Capital Administration, Sandwith Ventures, and a gaggle of angel buyers.
Inform us concerning the services or products that Evos gives.
Evos builds autonomous operators for the companies that make, transfer and energy the economic system: freight brokers, carriers, 3PLs and producers. An operator learns a job from an organization’s most skilled individuals, proves it will probably match their choices, after which does the work itself contained in the techniques the enterprise already runs, whether or not that may be a TMS, a WMS, an ERP or a shared inbox. It replaces nothing and sits on high of what’s already there.
For a freight brokerage, meaning operators that audit service invoices, observe hundreds, deal with examine calls and work exceptions. For a service, it’s dealer communication, dispatch help, standing updates and billing. For a 3PL, it’s order and cargo exceptions, buyer updates and stock reconciliation. For a producer, it’s manufacturing scheduling, provider follow-ups, high quality non-conformance and the procurement paperwork that eats a planner’s week. In each case the operator learns the job from the one who does it right now, begins in shadow mode, and solely runs by itself as soon as its choices persistently match the workforce’s.
The distinction from most AI instruments is that an operator is given a perform, not a immediate. No person has to ask it, evaluate it and act on each reply. One freight brokerage has an operator auditing each LTL service bill in opposition to its TMS: almost 3,500 audit choices at 97% accuracy in its first two months, and greater than $600,000 of bill worth closed out within the final 5 weeks alone.
What impressed the beginning of Evos?
The story is partly my very own. My household ran a producing enterprise in Nairobi for many years, and I spent a lot of my childhood on manufacturing unit flooring. I went into tech early, began my first firm at 18, and by 23 had based 4 and exited two, throughout generative world fashions, quantum computing and modular knowledge facilities.
After my final exit I went house and began consulting for companies like my household’s: small and mid-sized corporations within the bodily economic system. What struck me was how little had been constructed for them. Their software program was a system of report that logged what had already occurred, whereas the actual work occurred exterior it, with individuals. Something higher value tons of of 1000’s of {dollars} and months to implement. And probably the most succesful system in most of those companies was the one who had been there 20 years, whose data had by no means been written down and who was about to retire. Evos is the product I needed these companies had.
How is Evos totally different?
Three issues. First, the way it will get dwell. The place a consultancy would spend 9 to 18 months mapping workflows, the invention with Evos is a dialog between the workforce and an agent. We name it the Trifecta: one hour with an organization’s consultants, a working operator the following day, measurable outcomes inside a month.
Second, what it delivers. Most AI instruments want fixed prompting, so the workforce finally ends up managing inputs. An Evos operator takes on a perform and is judged on outcomes. It learns from the choices the workforce truly makes reasonably than from an instruction handbook, and the enterprise decides how far to take it, from an individual signing off on each step to the operator operating solely by itself.
Third, who it’s constructed for. Almost each well-funded entrant on this area is chasing the hundred largest corporations in every business. We constructed one thing that works for a 50-person brokerage or a third-generation machine store, suits into the operation with nearly no change administration, and is designed to pay for itself in weeks.
What market does Evos goal and the way large is it?
Small and mid-sized companies in bodily industries. Within the US, 99.3% of motor carriers run fewer than 100 vehicles and 93% of producers have fewer than 100 workers. By depend they’re almost the whole business, and nearly nothing has been constructed for them.
The spend they sit on is big. US enterprise logistics prices alone had been $2.4 trillion in 2025, about 7.8% of GDP. We began in logistics, with freight brokers, carriers and 3PLs, and the platform is horizontal by design: manufacturing, e-commerce, meals and beverage and retail observe because the platform launches.
What’s your enterprise mannequin?
We don’t promote software program or seats. We promote the work, accomplished. There are two choices: pricing tied to the outcomes an operator delivers, which retains us a good associate after we are operating capabilities inside somebody’s enterprise, and a set choice for purchasers who desire a value they’ll finances in opposition to. Margins in these industries are skinny, so something new has to indicate a return rapidly, and the mannequin is constructed round that.

How are you getting ready for a possible financial slowdown?
The companies we serve have at all times operated as if a slowdown is coming. Margins are skinny, there isn’t a IT workforce and no urge for food for a twelve-month implementation, so we constructed the product to pay for itself in weeks and priced it in opposition to the outcomes it delivers. When volumes soften and groups can’t rent, the necessity to get extra achieved with the individuals you have already got goes up, not down.
On our aspect, we handed $1M in ARR inside 4 weeks of our first deployments, each buyer has added operators past their first, and no one has churned. We’re rising the workforce intentionally reasonably than rapidly, and the spherical provides us an extended runway to do this.
What was the funding course of like?
Quick, and led by the purchasers greater than by us. By the point we had been in conversations with buyers, operators had been already dwell and the outcomes had been seen, so a lot of the diligence was buyers speaking to the individuals operating Evos on their very own ops flooring. Uncork and Subject each moved rapidly, and the remainder of the spherical got here collectively round them.
What are the most important challenges that you just confronted whereas elevating capital?
The toughest half was the market, not the product. Buyers are educated to take a look at the highest of every business, so the primary job was exhibiting {that a} 50-person trucking firm shouldn’t be a distinct segment, it’s a lot of the bodily economic system, and that it’s going to pay for work that truly will get achieved. The second was credibility: I’m 23 and promoting into companies which have been handed down by way of three generations. The deployments did that arguing for us.
What components about your enterprise led your buyers to put in writing the examine?
Proof that the work was getting achieved. Operators dwell inside actual companies, measurable ends in weeks, $1M in ARR 4 weeks after our first deployments, and prospects increasing reasonably than churning. Our buyers put it higher than I can: Tripp Jones at Uncork mentioned what stood out was how rapidly groups had been placing operators to work on core elements of their enterprise with no lengthy expertise roll-out, and Richard Kerby at Subject mentioned that for many years software program offered to industrial companies has helped individuals observe work however stopped wanting doing it. That hole, and the velocity at which we had been closing it, is what they backed.
What are the milestones you intend to attain within the subsequent six months?
Launching Workhorse, our platform, within the coming weeks. Rising the workforce to round 16 by the tip of the yr, with most of these hires in New York. Taking operators past logistics into manufacturing and the opposite sectors we constructed the platform for. And constructing associate choices with the personal fairness companies and consultancies that already work with these companies every single day.
Launching Workhorse, our platform, within the coming weeks. Rising the workforce to round 16 by the tip of the yr, with most of these hires in New York. Taking operators past logistics into manufacturing and the opposite sectors we constructed the platform for. And constructing associate choices with the personal fairness companies and consultancies that already work with these companies every single day.
What recommendation are you able to provide corporations in New York that would not have a recent injection of capital within the financial institution?
Promote the result and get to income. The companies that may pay you’re the ones that don’t care about your tech, they care that the work will get achieved. When you can present that in weeks reasonably than quarters, prospects will fund you earlier than buyers do, and the conversations with buyers get loads shorter. The opposite piece is to choose a market the remainder of the business is ignoring. There may be far much less competitors for purchasers’ consideration within the bodily economic system than in software program.
The place do you see the corporate going now over the close to time period?
Launch week first. Then Workhorse, our platform launch. We’re at Dealer Service Summit in Dallas and FreightWaves F3 in Chattanooga on the finish of October, we’ve got simply moved into a brand new workplace in West Chelsea, and we’re hiring. The near-term objective is easy: extra operators operating extra capabilities for extra brokers, carriers, 3PLs and producers, and each certainly one of them proving it will probably match one of the best individual on the workforce.
What’s your favourite fall vacation spot in and across the metropolis?
Pete’s Pies.
