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SMB Growth#

4 Years in AI: Trial by Fire

4 Years in AI

In 2022, I walked away from a 15-year career in bond trading to build AI models. I thought I knew exactly how this would play out.

I was right about the opportunity. I was wrong about the timeline.

That gap between promise and payoff is the real story, and it's the reason most small businesses still haven't figured out how to make AI work for them.

The 6x Gap: Why SMBs Will Beat Enterprises at AI (If They Start Now)

The data is stark: Workers at the 95th percentile of AI usage send 6x more messages than the median worker, according to OpenAI's December 2025 State of Enterprise AI Report. This isn't a small edge—it's a compounding productivity chasm that grows wider every month. If you're a small business owner, you've probably seen headlines about enterprise AI adoption and assumed they don't apply to you. After all, these reports profile Fortune 500 companies with dedicated AI teams and unlimited budgets—even though enterprise AI for SMBs uses the same tools and the real advantage is speed.

But here's what most people miss: the 6x gap isn't about company size. It's about adoption timing. And small businesses may actually be better positioned to close this gap than their enterprise counterparts.