The signal this month is clear. The companies winning with AI have stopped running pilots and started scaling what pays. New data shows that 80% of enterprises running AI agents now report measurable return. Firms stuck on chatbots fall behind. The difference comes down to execution.
This month McKinsey told CEOs to move past productivity demos and ask a harder question: how will AI change the economics of your business? IBM found that companies redesigning core functions around AI are four times more likely to hit their goals. The message to the corner office is blunt. AI is now a board-level value lever, and your P&L is where the proof lives.
I host The Scaling Executive podcast. I just finished interviews with 19 leaders across industrial manufacturing, software, and private equity backed hospitality. They have settled the question of whether AI works. Now they decide faster, scale what pays, and kill what stalls. Here are the five things they do to drive ROI and protect their lead.
1. Make a new hire perform like a veteran on day one
Scaling breaks when new people take years to get good. CEOs solve this by feeding their own documents into AI tools. A frontline worker then answers like an expert from week one. The result is fewer errors and a more flexible workforce.
Jeff Helfgott, CEO of Boardroom Salon for Men, built an early version of this years ago. As he put it: “At Planet, I built a baby version of this. We called it Google for the front desk. Now it spits out the answer on the screen rather than them searching for it.” The technology finally caught up to the idea.
2. Kill back-office friction
The best ROI hides in the painful manual work that scales badly as revenue grows. Flashy customer-facing pilots attract the budget. The quiet back-office fixes deliver the return. Smart CEOs aim their spend where the money actually moves.
Alberto Gimeno, CEO of Invofox, points to billing. “The billing process was just painful,” he told me. “We knew a couple of people were going to be heads down for a full day. Now we power most of that process using AI.” He turned a full day of manual work into a background task.
3. Capture knowledge before it retires
In industrial sectors, veterans carry intuition that no documentation has. When they leave, it walks out with them. The best CEOs now race to capture that expertise while they still have it. They use AI to record the unwritten knowledge of master technicians.
Kriti Sharma, CEO of IFS Nexus Black, made the stakes vivid. “I can hear a bearing fail from 30 feet away,” she said. “My apprentice can’t yet. Figure out how to capture what my ears can hear before you throw me a retirement party.” That knowledge is an asset. Treat it like one.
4. Treat AI like a useful idiot
AI is powerful, confident, and often wrong. The CEOs who protect decision quality build a habit of challenging it. They shift the culture from doing to thinking, and they refuse to take any AI output as gospel.
Howard Chang, CEO of theturnlab, gave his team a simple rule. “One of the most important prompts you must make after a complex question is, ‘are you sure’? Interestingly enough, 50% of the time it changes the answer.” One question, asked every time, raises the quality of every decision.
5. Shrink the blast radius
For boards and VCs, AI ROI includes what you protect. Short-lived AI agents spin up and down in seconds, and old security tools miss them entirely. The answer is containment. You assume a breach will happen and design so the damage stays small.
Doug Merritt, CEO of Aviatrix, framed the priority. “What the world has lost focus on is your containment strategy. Assume there are malicious actors at work in your environment somewhere. You want the blast radius to be small.” Plan for the breach before it arrives.
The Line That Separates Winners From Losers
AI is no longer a technology project. It multiplies human judgment, and it will change the economics of your business. The winners decide faster, fund the back office ahead of the demo, and govern smarter.
So ask yourself one question. Where is AI earning its keep in your company right now, and can you prove it to your board? A leader who cannot answer that has already started to fall behind.
Pick one workflow this week. Measure the return in dollars. Then expand.
