05/04/2026
HubSpot has 2,200 AI tools running inside their company. 97% were built by employees who'd never touched AI before. Here's what they figured out that most businesses miss.
Last week I was at HubSpot for a talk with the Mass AI Coalition. A HubSpot engineer named Zev said something that gave me another frame for how I think about AI adoption.
"Agents are just software."
Not magic. Not something you need a computer science degree to figure out. Just software.
But here's the part that matters if you run a team:
HubSpot adds about 155 new AI tools every week. And again, 97% of those tools were built by regular product teams. Not the AI team. Real employees that built their core products and had never built AI tools before.
How? They made it easy. Engineers didn't have to learn anything new. They learned how to adapt what they were already doing. Two lines added to systems they were using every day. That's it. The barrier was so low that people just started doing it on their own.
This is where most businesses get stuck.
They roll out AI like it's a big special project. New tools. New workflows. New systems to learn. And then adoption stalls because it feels like one more thing on top of everything else.
The companies getting real adoption are doing the opposite. They're putting AI inside the tools and workflows the team already uses so nobody has to learn a whole new way of working.
The other thing Zev said that stuck with me: keep it simple. One AI agent. One job. One clear outcome. The moment you start connecting too many pieces together without clear ownership, things break and things get messy.
That's not just an AI problem. That's the same thing I see in every business I walk into. When nobody owns the handoff, everything stalls. Doesn't matter if it's people or software doing the work.
**AI doesn't fix ex*****on. It exposes it.**
AI adoption fails because nobody decided who owns what, what good output looks like, or who gets to say "this is done." That's Founder Dependency showing up in a new outfit. The fix isn't a better tool. It's Ex*****on Architecture, the structure underneath that lets the team lead with confidence while the founder stays in their zone of genius.
Same problem we've always had. Just moving faster now.
If you want to see where your team actually stands on AI readiness before you roll out one more tool, the free AI Readiness Scorecard tells you in about 5 minutes: kristenarnold.co/ready