About SMB Advantage

I build AI from the operator's chair.

A decade running ecommerce businesses, $100M+ in P&L, three companies founded. Now I put AI on the numbers that actually move inside small and midsize businesses.

For ten years I operated ecommerce businesses. I co-founded KASTLITE and scaled it to eight figures, and I carried P&Ls for Squatty Potty, LEVOLOR, Goalrilla, and STIGA across Amazon, Walmart, and DTC.

Most of those years were the unglamorous work. Catalog issues. Retail math. Stitching disjointed data into something you could actually decide from. Coordinating projects that crossed every department. The work that quietly eats an operator's week and never shows up in the highlight reel.

It taught me what it costs when operations can't keep pace with growth, and what it's worth when they do. On one brand, that meant taking contribution margin from 1% to 21% in five months.

Then the ground shifted. For the first time, an operator can build the tools they used to wait years and beg a roadmap for. That's what I spend my time on now: putting AI where it moves a number you actually track, not where it photographs well in a deck.

SMB Advantage is how I do that. Most of what I make is free: the readiness tool, the Manual Meter, ninety-nine tested prompts, and field notes from inside the work. When you want a hand, we work together directly.

$100M+
Cumulative P&L operated
1% → 21%
Contribution margin, in five months
8 figures
KASTLITE, co-founded and scaled
10+ yrs
Operating real businesses
How I work

A few things I hold to.

AI that moves a number

If a project can't name the metric it changes, it doesn't start. Interesting is not the bar. Measurable is.

Built on process, not hype

Systems your team can run and maintain without a technical background. The goal is for you to need me less over time, not more.

Give first

The free tools and notes are the proof. Use them, and see how I think, before you ever talk to me.

Operator to operator

I've carried the number, not just the deck. I speak your language because I've run the business you're running.

Want to put AI where it moves the number?

A short call. No deck, no pitch. Or start with the free tools and see how I think first.