From $25M to $105M in Revenue in Four Years: How We Did It.

“The Math Dictates the Path”… You wouldn’t believe how many companies are over-reliant on “gut feelings.” Are you positive yours isn’t one of them?

In the summer of 2018 our team began work on a book of business doing $25M in annual revenue.

By 2022, that book of business was earning over $100M annually. That’s a 43% CAGR.

That didn’t happen by luck or random hustle. It happened because we worked backwards. We let the Math Dictate the Path. We started with the end goal, reverse-engineered the sequence, and rigorously held ourselves accountable to the numbers.

“The Math Dictate(s) the Path” isn’t simply a slogan. It’s a mindset. Because in business (as in engineering, investing, or any discipline with high stakes), you don’t want to guess your way to success. You want to design it.

1. Start with the Endpoint.
“If we want to break the $100 million threshold in Year 4, what must be completed by Year 3? What must therefore be completed by Year 2? What do we need to tackle right now in Year 1?” This becomes your compass and accountability framework. Every tactical choice (hiring, product investment, marketing spend, partnerships) is measured against whether it moves you toward that curve.

2. Work Backwards.
If in the middle of Year 1 we’re falling short on new customer volume, we must know which input is responsible (lead generation, conversion funnel, sales execution) so we can correct midcourse – not just at year end.

Companies that use time-series forecasting techniques (versus guessing or purely opinion-based planning) grow 19% faster than peers relying on gut feel alone. (Source: forecastio.ai) Even simple statistical tools like moving averages, trend lines, and regression models can expose whether you’re on track or drifting off. The math gives you an early warning system – so you’re not building castles on shifting sand.

Seems obvious, but you wouldn’t believe how many companies are over-reliant on “gut feelings.” Are you positive yours isn’t one of them?

3. Win. Rinse and Repeat.
When your team knows why decisions are being made (not just “do this, do that”), they make better trade-offs. If growth is behind, they don’t just push more – they push smarter, focusing energy where the math shows the biggest leverage. This compounds and builds upon itself.

Conclusion: It’s easy to get distracted by shiny theoretical strategies that are exciting on paper but flimsy in mathematical foundation. When you start with the ending of the story in mind it’s a hell of a lot easier to make the steps you take on the way ensure you arrive there on time. We succeeded here because we practiced what we always preach: Disciplined, math-driven planning is a differentiator, not a theoretical nicety.

Stark Townend – September 30th, 2025

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