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“AI-Powered” Is About to Mean Nothing. Jarome McKenzie Thinks That’s a Problem Worth Naming.

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“AI-Powered” Is About to Mean Nothing. Jarome McKenzie Thinks That’s a Problem Worth Naming.
Photo Courtesy: Jarome McKenzie

By: Elena Mart

Somewhere in the last eighteen months, “AI-powered” stopped being a claim and became a decoration. Every CFO platform, every bookkeeping app now carries the phrase somewhere on the homepage, usually right next to “revolutionary” and “seamless.” Jarome McKenzie, founder and CEO of Arrowhead Strategy Group, has watched the phrase lose its meaning in real time, and he’s not interested in pretending otherwise.

“If everyone’s AI-powered, nobody is,” McKenzie says. “It’s not a differentiator anymore. It’s like saying your company is email-powered.”

That’s an unusual thing for a finance executive to say out loud in 2026, when nearly every firm in his industry is racing to bolt a chatbot onto its dashboard and call it transformation. But McKenzie, who built Arrowhead into a strategic finance firm for founder-led companies scaling between $3 million and $30 million in revenue, has never been interested in following the industry’s script. His firm’s own methodology, a framework called The Arrowhead Way, is built on the opposite instinct: that the technology matters far less than what a founder actually does with what it tells them.

The Real Question Nobody’s Asking

McKenzie’s skepticism is about what the label has come to substitute for, not the technology itself.

“Nobody asks what the AI is actually doing,” he says. “They just want to hear the word. Meanwhile the founder still doesn’t know if they made money last month.”

That distinction between having a tool and having clarity sits at the center of how Arrowhead operates. The firm spends much of its time chasing what McKenzie calls “phantom profit,” margin that exists inside a business but stays invisible in poorly structured books. Other engagements come down to entity classification, where a company has been filing under the wrong structure for years and nobody caught it. None of that work requires a founder to understand a model. It requires someone willing to say the numbers are wrong and show them why.

“Automation can catch a mistake faster than a person can,” McKenzie says. “It cannot tell you what the mistake is costing you, emotionally, in your decision-making, in your sleep. That’s still a human conversation. I don’t think that part gets automated, and I’d be lying to clients if I told them otherwise.”

Not Built on Hype

McKenzie’s resistance to overselling technology traces back to how he thinks about his own role. Arrowhead’s core values were written, he says, specifically to keep the firm honest when it would be easier to chase a trend.

“Finance isn’t about numbers. It’s about people,” McKenzie says, a line that has become something of a founding principle at Arrowhead. “Every founder who walks through our door is carrying weight: operational complexity, emotional pressure, a vision that’s already outrunning their current structure. If I hand them a dashboard and call it a solution, I’ve made their problem worse instead of making things better.”

That refusal to oversell extends to how Arrowhead talks about its own tools internally. The firm has built systems to speed up the mechanical parts of financial diagnostics, the kind of pattern-matching that used to take a fractional CFO days to surface. But McKenzie draws a hard line between what the systems can flag and what a founder needs from an advisor.

“The tool can tell you your margins are shrinking,” he says. “It can’t tell you why you’re afraid to raise your prices. Those are two different jobs, and only one of them is technical.”

Why the AI-Powered Distinction Matters Right Now

McKenzie’s timing is not incidental. Founder-led companies are dealing with a market newly obsessed with signaling sophistication, and increasingly skeptical of firms that lean on buzzwords instead of substance. His own work reflects that shift. Much of what Arrowhead does happens in the unglamorous middle of a business, cleaning up reporting before a diligence process, catching classification errors that have compounded quietly for years, rebuilding a forecast nobody trusted. Software surfaces the anomaly. Reading what that anomaly means for a specific company at a specific stage is a different skill, and it comes from sitting with the business long enough to see what the numbers aren’t saying.

“The market is shifting. Financial clarity is no longer a luxury. It has become a survival advantage,” McKenzie says. “But clarity without humanity isn’t sustainable. That’s the whole bet we’re making.”

It’s a bet that runs against the current of an industry eager to promise that software can replace judgment. McKenzie isn’t arguing against the technology, and Arrowhead uses it daily. He’s candid that it has made his team faster and sharper. What he’s arguing against is the idea that the label itself is the value proposition.

“I’d rather undersell what the tool does and overdeliver on what my team does,” he says. “Say less about the AI. Say more about the outcome. That’s the whole philosophy.”

As “AI-powered” becomes as ubiquitous as “revolutionary” once was, McKenzie’s bet is that founders will start listening for something else entirely: someone willing to tell them what’s actually true about their business, technology aside.

“At some point the phrase stops meaning anything,” he says. “What still means something is whether the person across the table is telling you the truth.”

To learn more about Jarome McKenzie’s approach to strategic finance for founder-led businesses, visit jaromemckenzie.com or explore Arrowhead Strategy Group at arrowheadstrategy.com. Founders can also hear more of his thinking on his No Trade Secrets podcast.

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