Vibe Coding Statistics: Americans Are Using AI Wrong, And Most Know It [Survey]

Sponsored by Base44.

At some point, most of us have had the thought: someone should make an app for that. For most Americans, however, that's where it ends.

Why? Whether it’s time, money, or motivation, there are always reasons to not start something new, but as AI and tech advance and become more approachable to everyday Americans, the biggest hurdle of all, tech ability, is slowly diminishing, and Americans are beginning to catch up.

To understand why so many Americans are stuck on the sidelines of the AI-building boom, our research team partnered with Base44 to survey 1,000 U.S. adults about their tech aspirations, AI habits, and the barriers standing between them and what they want to create. What we found: the gap isn't motivation. It's awareness.

Key Findings

• Nearly 6 in 10 Americans (59%) have an idea for an app, tool, or website they want to build. 80% say they'd pursue it if it didn't require coding knowledge.
• 83% of Americans use AI weekly (or more).
• 57% of Americans have heard of vibe coding while only 13% have ever tried it.
• 55% of AI users report positive outcomes at work due to AI usage, including promotions, raises, and performance reviews.
• 62% of Americans say AI has already made it more possible for the average person to start a business, but most haven't made the leap yet.

6 in 10 Americans have an app idea. Very few have ever built one.

Americans’ tech aspirations are more common than you’d think. When asked, 59% of Americans said they have an app, tool, or website idea they want to build: everything from personal finance trackers and fitness tools to small business software.

These ideas aren’t just pipe dreams: 80% of those respondents also said they’d build their dream tools if tech skills weren’t an obstacle. That's hundreds of millions of people sitting on ideas they've never acted on — not because they don't want to, but because the path from idea to something real has always felt like it belonged to someone else.

For most Americans, this tech barrier is real, or at least understood to be real. According to a 2026 survey by our research team at All About Cookies, less than 1 in 8 Americans can code fluently. This creates a huge gap between the haves and have-nots when it comes to tech prowess, representing thousands of potentially valuable ideas left unexplored.

The vibe coding gap

The opportunity hiding in that gap is exactly what vibe coding platforms like Base44 were built to bridge. Instead of coding manually, Base44 lets anyone describe what they want to build in plain language and handles the coding and technical decisions like backend logic automatically, so the only choices left are creative ones.

Though it’s clear Americans have an interest in building, what they’d build is more of a split. 21% of respondents said their tech idea was for personal productivity, while nearly 1 in 5 said they’d want to build something to help them with their finances. Base44, for example, offers full-scale app development for a variety of categories, including entertainment, productivity, and finance.

The good news for vibe coding is awareness. The majority of those we surveyed (57%) said they were familiar with vibe coding as a concept, but most said they weren’t completely familiar with all it can do. Contrast this with just 13% of Americans who have actually tried vibe coding in some capacity, and you see just how much room for opportunity exists in the landscape of AI-powered building.

For the 57% of Americans who have heard of vibe coding but never tried it, it's about as low a barrier to entry as the category has ever offered.

Most Americans want to make more money, but the majority say tech is holding them back

Though less than 60% of Americans have tech aspirations for new tools, that doesn’t mean they’re not motivated to accomplish bigger and better things. The desire to build isn't just about creating something cool. For most Americans, it's tied to something more practical: making more money. Nearly all respondents (96%) said earning more is a goal this year, whether through a side hustle, a new venture, or an idea they've been sitting on for years.

So what's in the way? When we asked Americans about the biggest blockers to starting a business or additional income stream, the answers weren't what you might expect. More than half (55%) pointed to a lack of technical or digital skills, edging out not having enough capital to start (50%), not having enough time (45%), and even fear of failure (35%).

Time and money are the barriers most people assume are at the top of the list, but tech skills as a major factor suggests the problem isn't just ambition, it's access. And unlike capital or time, it's the kind of barrier that could, in theory, be solved.

That said, if money is one of your major barriers, many AI app builders like Base44 offer free plans to get you started without putting any money on the line.

There are signs the tide is turning, though. Nearly two-thirds of Americans (62%) believe AI has already made it more possible for the average person to start a business, a striking level of optimism for a tool that most people are still figuring out. The gap isn't in belief. It's in knowing where to start.

Most Americans are using AI, just not building with it

As the technology has improved, the adoption of AI products has reached an all-time high. According to those our research team surveyed, 4 in 5 Americans (83%) report that they use AI tools at least weekly in some capacity. The question is, however, whether they’re using AI to its full extent, or only starting to understand its capabilities.

Of those who regularly use AI, 86% use it to find quick answers to questions. Though powerful as a search engine replacement, AI tools are capable of much more. But considering the technical barrier people feel, it’s not surprising that numbers fall sharply as the sophistication of AI applications goes up.

Only 9% of Americans have used AI to build apps, tools, or workflows, a 77-point drop from the most common use case. This is consistent with self-reported AI proficiency: only 5% of Americans say they have full mastery of AI tools, while 47% report being moderately proficient.

Early adopters are pulling ahead

Though the proliferation of advanced tools isn’t quite at a fever pitch, our study makes it clear that early adopters of AI technology are seeing early returns on their efforts.

Of the Americans who said they use AI at work at least weekly, 55% said AI use on the job has contributed to positive work outcomes in the last year, including favorable performance reviews, raises, or even promotions. Enabling workers to do more with less allows for more time spent on strategic thinking, and, as a result, outcomes are painting employees in a better light.

These numbers increase with the level of sophistication of AI use. For instance, those who said they were building tools or workflows with AI were 30% more likely to report positive work outcomes in the last year as a result of AI vs. those who didn’t.

Outside the 9-5, early AI adopters are also seeing returns on the money-making opportunities they’re bringing to life. 23% of respondents we surveyed said they’ve used AI to build something with income potential, and almost half of those (10% of all respondents) said they’ve earned money from something they built with AI.

Though the amount they made ranged from just a few dollars to thousands, the median reported income from these efforts was $500: enough for these users to see a meaningful financial impact from their investment in AI tools.

The future: Americans are planning to upskill, just not in coding

Knowing that AI adoption in America is on the rise, our researchers also wanted to look ahead to understand what Americans were interested in learning in the next year. 85% of Americans report being interested in learning a new tech skill this year, showing a commitment consistent with their desire to earn more money, upskill, and close the gap between their ideas and execution.

What they wanted to learn, however, was more of a mixed bag. 1 in 4 Americans said they’re most interested in learning AI tools and prompting in the next year, while roughly 1 in 7 were interested in ecommerce, video applications, and data analysis.

But what about the need to code? With vibe coding awareness spreading and less need for Americans to learn to code from scratch, our researchers asked different generations how valuable they think coding still is to learn as a skill, finding that 1 in 3 Americans no longer think it’s important to learn how to code.

Generationally, this falls on somewhat predictable lines. Baby Boomers, the oldest group in our sample, were least likely to think coding knowledge is important for the future (46% agreed), while fewer than 1 in 4 Gen Z respondents reported similar views.

Though vibe coding does take a lot of the knowledge requirements out of coding, it’s clear that the majority of Americans still feel that learning basic coding functions will continue to be important in the future.

Bottom line

For a long time, the implied continuation of “someone should build that” was “because I can’t.” That’s changing, and the data points to a future where Americans aren’t just optimistic, but also capable. The barrier that held millions of ideas back isn't disappearing overnight, but for the first time, it's actually shrinking.

Vibe coding won't hand anyone a finished product, but platforms like Base44 are doing something that nothing before them has managed to do: making the question of whether to build a matter of imagination, not just technical ability. The people who have figured that out are already pulling ahead. The rest are one tool away from joining them.

Interested in learning more about Base44? Check out our in-depth Base44 review, or head straight to Base44 to get started.

For a deeper comparison of Base44 against other tools, check out All About Cookies’ breakdown of the best AI app builders.

Methodology

To compile the data shown above, All About Cookies, in partnership with Base44, surveyed 1,000 Americans in May 2026 on their AI usage, app building aspirations, and more via Prolific. Some respondents were not shown specific questions that did not pertain to them, like questions about AI at work for respondents who don’t regularly use a computer at work.

For all press inquiries or to talk with one of our experts, please contact the All About Cookies research team at press@allaboutcookies.org.

This article is sponsored by Base44.