Goldman Sachs is putting $500 million behind a bet that Main Street, not just Silicon Valley, will decide how far AI spreads in the American economy. On October 22, the bank announced a new Small Business AI Institute, built with Anthropic, Google, Meta and OpenAI, to train entrepreneurs and help them put AI to work in their companies.

The timing isn’t an accident. A Goldman survey released with the announcement found that 86% of small businesses in its program now use AI, up from 56% in 2024. That’s the headline number. The harder one sits right behind it: only 15% of those surveyed say AI is fully integrated into their core operations.

“Every major technology shift has rewarded the businesses that adapt most quickly,” Goldman chairman and CEO David Solomon said in the announcement. “This commitment makes sure the entrepreneurs who are creating America’s jobs can lead in the AI economy.”

What the $500 million buys

The institute sits inside Goldman’s 10,000 Small Businesses program, the entrepreneurship education effort it has run since 2010. The $500 million commitment funds the next chapter of that program and extends it to another 10,000 businesses, with the institute as its AI arm.

It has three jobs, according to Goldman. First, deliver AI education to small business owners across the country. Second, publish research on how small businesses actually use AI. Third, support AI-enabled expansions to access to capital, meaning help for owners trying to finance growth with AI in the mix.

Don’t expect a single classroom. The four AI partners — Anthropic, Google, Meta and OpenAI — will provide training and tools, which in practice means the curriculum will lean on the same models those companies sell to big enterprises, repackaged for owners who don’t have an IT department. Goldman says nearly 20,000 entrepreneurs across all 50 states and four US territories have completed the program since 2010, and that graduates add jobs four times faster than similarly sized US businesses, representing more than $32 billion in annual revenue and over 350,000 jobs.

The survey behind the announcement

The numbers come from Goldman’s October 2026 report, “The AI Economy Is a Small Business Economy,” based on a survey of 2,473 alumni of the 10,000 Small Businesses program. Adoption climbed from 56% in 2024 to 77% in 2025 and 86% in 2026, a 30-point jump in two years.

Among businesses already using AI, only 18% said they have fully integrated it into core operations. That works out to roughly 15% of everyone surveyed. “The gap between adoption and integration is now the defining frontier for small businesses,” the report stated.

The survey also shows what owners are doing with the tools. Use of AI for financial analysis and business planning more than doubled, from 18% in 2024 to 42% in 2026. Data analysis use rose from 26% to 42% over the same period. Meanwhile, use for written marketing content slipped from 74% to 65%, a sign that owners are moving past the first thing everybody tried, drafting posts and emails, toward work that touches money and decisions.

Most users say the experiment is paying off. Among AI users, 93% reported a positive impact, and 74% pointed to efficiency and time savings. But there’s a governance hole: 74% of AI users said they have no formal policy for how employees use the tools. That’s the kind of gap that turns a helpful chatbot into a data leak.

The Goldman Sachs small business AI gap is real, but read the fine print

Here’s the caveat that matters. The survey covers graduates of Goldman’s own program — owners who already sought out business education and tend to be more plugged in than the average shop owner. So 86% is a read on a motivated slice of Main Street, not a census of every small business in America.

That doesn’t make the finding useless. It makes it a leading indicator. If even this group, with training and peer networks, mostly hasn’t wired AI into daily operations, the broader small business economy is almost certainly further behind. And the pattern of use — marketing first, finance and planning second — matches how new technology usually spreads: the easy, visible job first, the operational core later.

There’s also a question the announcement doesn’t answer: who pays for the AI itself. Training is free to participants in the program’s model, but the subscriptions, the software, and the time to rework a process all cost money. A $500 million program commitment is large for small business education and small next to the sums the big AI labs are spending on data centers. Its value will depend on whether owners leave with a changed workflow, not just a certificate.

Why this matters for Main Street

Small businesses employ roughly half of America’s private-sector workforce, which is why a bank that lives on dealmaking cares about how a bakery or a logistics firm uses a chatbot. If AI stays a side experiment for these companies, the productivity gains everyone keeps predicting will stay concentrated in big firms that already have the staff and budget to deploy it.

Goldman’s move also signals something about the AI companies themselves. Anthropic, Google, Meta and OpenAI all want the next wave of users to learn on their tools, and small businesses are the largest untapped market in the country. Training 10,000 more owners is, among other things, a distribution strategy with a philanthropic wrapper.

For owners, the practical takeaway is narrower than the press release. Start with one process that costs real time — invoicing, scheduling, inventory, customer follow-up — and get AI working inside it before buying another tool. Write down a simple policy for what employees can and can’t feed into AI systems. And measure whether the tool saves hours or just creates new busywork, because the survey’s own numbers say most firms haven’t gotten that far yet.

The institute’s first test won’t be its launch event or its partner list. It will be whether, a year from now, that 15% integration figure actually moves.

Frequently asked questions

What is the Goldman Sachs Small Business AI Institute?

It is a new institute inside Goldman’s 10,000 Small Businesses program that will give entrepreneurs AI training and tools, publish research on small business AI use, and support AI-enabled access to capital. Anthropic, Google, Meta and OpenAI are partnering on the training and tools.

How much is Goldman Sachs spending on small business AI?

Goldman Sachs committed $500 million to expand its 10,000 Small Businesses program and launch the institute, extending the program to another 10,000 businesses. The $500 million covers the broader program expansion, not just the institute alone.

How many small businesses actually use AI?

In Goldman’s survey of 2,473 program alumni, 86% said they use AI in 2026, up from 56% in 2024. But only 15% of all surveyed businesses said AI is fully integrated into their core operations, which is the gap the new institute is meant to close.

Can any small business join the Goldman Sachs AI Institute?

The institute works through the 10,000 Small Businesses program, which entrepreneurs apply to join. Since 2010, nearly 20,000 business owners across all 50 states and four US territories have completed the program.

Sources: Goldman Sachs, Dow Jones Newswires (Wall Street Journal), NBC News, ANI, AI Affairs.