US Small Businesses Are Adopting AI Fast, but Few Have Truly Built It In: Goldman Sachs Report

American small businesses have embraced artificial intelligence at a striking pace, but most are still only scratching the surface. That is the central finding of a Goldman Sachs report published in October 2026, titled “The AI Economy Is a Small Business Economy.” According to reports on the study, 86 percent of owners surveyed now use AI, up from 56 percent in 2024 and 77 percent in 2025. The same report shows a very different picture on how deeply the technology is woven into daily work, and that gap may matter more than the headline number.

The survey covered 2,473 alumni of the Goldman Sachs 10,000 Small Businesses program in the United States, with responses collected between August 10 and August 24, 2026. Those respondents went through a particular entrepreneurship program, so the findings describe that group rather than every small enterprise in the country. Still, the sample size and the two year trend give a useful snapshot of how a motivated slice of Main Street is using AI tools.

What the survey found

The headline trend is hard to miss. AI use among the surveyed owners rose 30 percentage points in two years, from 56 percent in 2024 to 86 percent in 2026. That pace suggests AI has moved from a curiosity to a normal part of running a small business for this group, at least in some form. The report also found that 93 percent of AI users said the technology had a positive impact on their business, with 74 percent pointing to greater efficiency and time savings as a major benefit.

Those positive feelings sit alongside a much quieter number. Only 15 percent of all respondents said they had fully integrated AI into their core operations. Among businesses already using AI, the share reporting full integration was 18 percent. The two figures describe the same reality from different angles, since the second group excludes owners who do not use AI at all. Either way, full integration remains the exception, not the rule.

Goldman Sachs summed up the tension in a line quoted in coverage of the report: “The gap between adoption and integration is now the defining frontier for small businesses.” Trying a chatbot for a few marketing posts is adoption. Rebuilding how quotes, inventory, bookkeeping, or customer follow up actually happen is integration, and that second step takes far more time and planning.

Where AI is actually being used

The report shows a clear shift in what small businesses ask AI to do. Use for financial analysis and business planning more than doubled, from 18 percent in 2024 to 42 percent in 2026 among AI users. Use for data analysis rose from 26 percent to 42 percent over the same period. Those are the kinds of tasks that sit close to real decisions: understanding cash flow, comparing options, spotting patterns in sales, and preparing a plan before spending money.

By contrast, the share using AI for written marketing content fell from 74 percent to 65 percent. Marketing remains common, but it is no longer the whole story. Owners who started with the easiest job, drafting a social post, are now testing whether the same tools can help with harder, more valuable work inside the business.

The workforce question

On jobs, the survey offers a calmer picture for this group. Among business owners using AI, 84 percent reported no change in their workforce because of the technology, 6 percent reported reductions, and 5 percent reported additions. For these surveyed owners, AI so far looks more like a productivity aid than a replacement for staff.

The missing piece: policy and training

If there is a weak spot in the report, it is governance. About 74 percent of business owners using AI said they had no formal policy governing employee use. At the same time, 77 percent of all respondents said additional training and resources would be helpful. Many owners want more guidance, but few have written down rules for staff AI use.

That gap carries real risk. An employee who pastes customer details into a public chatbot, or forwards an unchecked AI generated quote, can create a problem no efficiency gain will fix. A short written policy can cover which tools are approved, what information must stay out of them, and who reviews important output.

Training points the same way. Owners are asking for practical help: how to choose a tool, how to use it safely, and how to fit it into work they already do.

What it means for a small owner

For a small business owner reading the report, the useful question is not whether to use AI. For most of the surveyed group, that decision has already been made. The useful question is where AI earns its place and where it still needs a human check. A sensible test is to start with a repeated task that is easy to verify and low risk if the output is imperfect, then expand only after the results prove reliable.

It also helps to separate the tool from the workflow. Buying a subscription is the easy part. Changing who does what, when, and with what checks in place is the work that turns adoption into integration. The broader lesson is encouraging rather than alarming. Small businesses are not being left behind on AI adoption, at least in this survey group. They are experimenting, finding time savings, and gradually moving from marketing help toward planning and analysis. The next stage will be less visible: fewer new tools, more training, clearer rules, and deeper use in a smaller number of tasks that truly matter.

Frequently Asked Questions

What did the Goldman Sachs report find about US small business AI use?

According to reports on the October 2026 study, 86 percent of the 2,473 surveyed program alumni said they use AI, up from 56 percent in 2024. Only 15 percent of all respondents had fully integrated AI into core operations, showing a wide gap between trying AI and building it into daily work.

Does the survey cover all US small businesses?

No. The findings reflect alumni of one Goldman Sachs program who responded between August 10 and August 24, 2026. The sample is large, but it is not a census of every small business in the United States.

Has AI led to job cuts at these small businesses?

For most surveyed owners, no. Among AI users, 84 percent reported no workforce change because of AI, while 6 percent reported reductions and 5 percent reported additions.