Dave Anderson, co-founder of Even Flow AI, joins Sunny Ray to trace a career built around a single recurring problem: fixed capacity colliding with variable demand. From a theoretical mechanics PhD wrestling with unsolvable 81-dimensional equations, to United Airlines during bankruptcy and cost cuts, to healthcare scheduling and now automotive dealerships, Dave explains how the same pattern (empty seats, idle chairs, empty service bays) quietly drains revenue that never shows up on a balance sheet. He shares stories from airline employee travel perks, why more repair volume can actually hurt dealership profitability, and how a three thousand dollar bet he could not afford helped land an early customer. The conversation also covers the messy cap table mistake that nearly killed the company early on, and how paying customers eventually became investors, giving him more conviction than any VC term sheet. It is a candid look at persistence, humility across industries, and building a startup around spoiled inventory.
A PhD turned airline exec turned founder explains why empty seats, chairs, and bays quietly bleed businesses dry.
What is Even Flow AI building?
We help automotive dealerships optimize shop flow. Technicians bill labor hours like lawyers bill time, but cars have to show up for that time to be billed, and you cannot go back and sell idle time. Demand is variable, too much shows up at once or not enough, so time gets spoiled. We're solving that scheduling and revenue optimization problem for service departments.
Who was Dave Anderson as a kid, and when did you realize you saw problems differently?
I was a pretty normal suburban kid, liked sports more than school. Near the end of undergrad I got into heavy math and science. During my PhD I was solving 81-dimensional partial differential equations that hadn't been solved before, applying different techniques to crack them. That was the first time I had confidence I might have a unique perspective on things.
How does a theoretical mechanics PhD end up as an executive at United Airlines?
I liked research but didn't love it like my professors did. I got into consulting during the dot-com era knowing nothing about business, then United was a client. I jumped to biotech briefly, then United recruited me back into corporate America. It fit better than academia or consulting, but the real fit came later in entrepreneurship.
What did the financial pressure at United teach you about surviving with messy operations?
It was great training for startups. We were in bankruptcy, cycling in and out of crisis, and plans changed weekly, like suddenly needing to cut 20 percent more cost. Startups have similar cash flow swings and payroll pressure. That pressure cooker experience taught me to constantly hunt for ways to grow revenue and cut costs simultaneously.
Which vertical humbled you the most while chasing this fixed capacity problem?
Healthcare humbled me the most. I learned you have to stay humble entering any industry, because as an outsider it's easy to assume something is broken when there are actually good reasons things operate that way. I approach every new industry with a notebook, a pen, and questions rather than assumptions.
Why does more repair volume often mean lower profitability and worse customer experience at dealerships?
Without proper controls, vehicles flood in during the morning and staff panic seeing a full waiting room, so the only way to move volume through is to do less per car. They'll tell a customer their brake pads are fine when they actually need work, just to get them out faster. That hidden shortfall costs both the dealership and the customer's safety.
How did you land one of your earliest dealership customers?
I didn't actually have three thousand dollars, but I bet a dealer that money that the product would pay for itself. No one had ever put money on the table like that with him before, so he said game on. It caught him off guard enough to get a yes, and that dealer is still a customer today.
You've called Even Flow's history its sixth life. Can you describe one near-death moment?
Early on there was a group of us without a clear leader, more like a committee, which created a cap table that wasn't sustainable given how effort was actually distributed among people. That structure couldn't support the company's growth going forward. It's a mistake I now advise other founders to avoid, even though I made it myself.
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