For the past couple of years, entrepreneurs have been hearing the same promise.
Artificial intelligence is going to transform your business.
AI will write your marketing.
Handle customer service.
Analyze your data.
Create content.
Build software.
Some of the boldest claims say AI could make companies ten times more productive.
It sounds incredible.
But a new study suggests the reality may be a lot more modest.
And if you run a small business, that’s worth understanding before you spend money chasing the latest AI tools.
A Reality Check
A recent study by the developer productivity platform DX looked at how companies are actually using AI at work.
The researchers examined 40 companies that had introduced AI tools into their workflow.
Use of AI has increased dramatically. About 65 percent more activity involving AI tools across the organizations studied.
But the productivity increase was much smaller.
Just 9.97 percent.
Not two or three times faster.
Not ten times faster.
Roughly ten percent.
That number surprised a lot of people who expected AI to deliver something closer to a breakthrough.
Why Ten Percent Still Matters
At first glance, a ten percent productivity improvement doesn’t sound very exciting.
But talk to anyone who runs a business, and they’ll tell you something interesting.
Consistent gains of ten percent are rare.
If a company could complete projects ten percent faster, respond to customers ten percent more efficiently, or shorten research time by ten percent, the impact adds up quickly.
Across a team or an entire organization, those improvements compound.
So, the problem isn’t that AI only delivers ten percent improvement.
The problem is that many business owners were expecting something closer to a miracle.
Where the 10x Narrative Came From
Part of the hype around AI productivity comes from early demonstrations.
You ask a question and get a polished response in seconds.
You describe a marketing idea, and suddenly there’s a complete draft in front of you.
It feels almost magical the first time you try it.
Another factor is that many of the loudest voices promoting massive productivity gains are power users.
They’ve spent hundreds of hours experimenting with AI tools. They know how to structure prompts, chain tasks together, and push the systems far beyond what a casual user would attempt.
Most business owners simply don’t have that luxury.
They’re juggling customers, employees, suppliers, finances, and everything else that comes with running a company.
Under those conditions, AI tends to function less like a miracle worker and more like a helpful assistant.
Where AI Actually Helps
For many entrepreneurs, the biggest benefits from AI show up in everyday tasks.
Drafting emails.
Summarizing long documents.
Generating ideas.
Researching competitors.
Organizing notes or meeting summaries.
None of these activities transforms a business overnight. But they remove small pockets of busywork that normally consume time and attention.
That’s where the ten percent improvement often appears.
Not in dramatic breakthroughs, but in dozens of small efficiencies.
The Mistake Many Businesses Make
One of the most common mistakes entrepreneurs make with AI is approaching it with the wrong question.
They ask:
“Can this replace a person?”
A better question might be:
“Can this make the people I already have more effective?”
When AI is treated as a replacement strategy, expectations often become unrealistic.
When it’s used as a support tool, results tend to be much more consistent.
How to Evaluate AI Tools Before Buying
With hundreds of AI products entering the market, small business owners are constantly being pitched new software promising major productivity gains.
Before adopting one, it helps to ask a few basic questions.
What specific task will this improve?
If the answer is vague, the benefits will probably be vague too.
How much time will it realistically save?
Small improvements can still be worthwhile, but they should be measurable.
Will your team use it?
Many AI subscriptions quietly fail because employees simply ignore the tools.
And finally, does the software improve the quality of work, or just make it faster?
Speed alone doesn’t always create value.
The Bigger Picture
Artificial intelligence is clearly becoming part of the modern workplace.
But the idea that it will instantly multiply productivity across every business is probably unrealistic.
At least for now.
What the early research suggests is something more subtle.
AI isn’t transforming companies overnight.
Instead, it’s gradually making everyday work a little easier.
And over time, those incremental improvements may prove more valuable than the spectacular promises that dominate the headlines.
Joel Comm is a New York Times bestselling author, internet pioneer, and entrepreneur who has been building businesses online since 1995. Today, he writes and speaks about artificial intelligence and how new technologies are reshaping work, entrepreneurship, and the digital world.
Photo by Roman Kraft; Unsplash
