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We're Building the Operating System for Retail Real Estate

Clyde Christian Anderson

5 min read

Last week, I got a text from a customer at 11 PM.

"Clyde, we just opened our 15th store with you guys. Every single one has beaten our projections. How the hell are you doing this?"

That message is why we're building GrowthFactor.

Here's What Actually Happened

Look, I could lead with "GrowthFactor raises $5.2M seed round" and call it a day. That's what the press release says.

But here's the reality: We hit $1M in recurring revenue before we raised a single dollar of venture capital.

What's even more impressive (to me) is that in the last 6 months, our customers have analyzed 4,500+ sites from Boston to Omaha and everywhere in between.

From my experience in brick & mortar — I grew up in my family's bookstore business, Books-A-Million — I've seen what happens when retailers pick the wrong site. Million-dollar bets. Ten-year leases. And nobody really knows if it'll work until it's too late.

That's the problem we set out to solve.

The Numbers Don't Lie

Before working with GrowthFactor, our customers relied on vibes and broker opinions to pick a new site. With GrowthFactor they get a data driven approach that leads to more successful expansions.

What that means for our customers:

  • 80% reduction in poor-performing sites
  • 14% more revenue per square foot
  • Real estate managers who can finally sleep at night

Take Cavender's, one of our early customers. When they signed with us, they had 9 stores. Today? 27 stores. Every new store is meeting or exceeding targets.

Or TNT Fireworks — who opened 153 new locations last year and crushed their revenue targets.

This isn't luck. It's math. And it's the team.

What We're Actually Building

Most retailers are juggling 10+ disconnected tools to evaluate a single site. Spreadsheets. Outdated demographics software. Brokers sending PDFs. Manual analysis taking 2 days per site.

We built something different.

Our Deal Dashboard is exactly what it sounds like — one place where you can see every potential site, what the data says about it, whether it'll cannibalize your existing stores, and what your revenue forecast looks like. Color-coded. Integrated with everything you need. Nothing you don't.

Instant site analysis — customers can generate a full PDF record in seconds when it used to take 2 days. You input an address while you're touring sites, and by the time you're back to your car, you have a full site report.

Our forecasting models are custom built for each business we support. We test a multitude of machine learning models — including regression, k-nearest neighbors, ensemble — to ensure we are capturing the highest performing forecast. Our solutions engineering team takes the time to understand what works for you, so our outcomes always represent best-in-class accuracy.

But here's the thing that gets me most excited about where we're going: We're building the operating system for retail real estate.

Right now, we help retailers evaluate sites and make better decisions. Next? Lease management. Portfolio optimization. Eventually, landlords and brokers on the platform too, creating one system where everyone collaborates to put the right stores in the right boxes.

What the Funding Actually Means

The $5.2M from investors like Teamworthy Ventures means we can:

  1. Build faster. Raj needs more engineering firepower to handle the technical debt we've been running on and ship features our customers are asking for.
  2. Serve deeper. We're part software, part service — our dedicated real estate analysts work alongside our platform. We stand behind every recommendation we make.
  3. Go broader. There are thousands of growing retailers who need this. Small teams (1-3 real estate people) trying to compete with chains that have entire analytics departments. That's who we're built for.

To provide smaller markets with the goods and services their citizens need. To make mid-sized retailers faster and more competitive. To make small, budding retailers able to take the leap into new markets.

That's the mission.

Words Will Never Express

I want to be clear about something: GrowthFactor is progressing well. Not "crushing it." Not "dominating the market."

We're learning. We're iterating. But I can tell you this: our customers are winning. And they're winning because our entire team works their asses off to turn customer feedback into features.

Books-A-Million is planning additional site openings based on confidence in the platform.

Jeni's Ice Cream is expanding with us.

16 Handles, Cavender's, TNT Fireworks, Abbott's Frozen Custard — all opening cash-flowing stores with GrowthFactor backing their decisions.

Hell or high water, our customers will win every step of the way, and we will transform this industry.


If you're a retailer trying to figure out where to open your next store, let's talk. We've helped customers like Books-A-Million realize a nearly 9x ROI on their GrowthFactor investment. They've opened 3x the number of sites without growing their team.

We'd love to help you open yours.

— Clyde

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