Small-Business AI Surveys Show 89% Use It, Only 18% Run It in Production
89% Use AI. Only 18% Run It.

2026 surveys report AI use anywhere from 76% to 89% of small businesses, while the Federal Reserve (18%), JPMorgan Chase Institute (17.7%), and Census Bureau (17-20%) put real production adoption far lower. The gap is casual use versus disciplined use.
The Situation
Every trade publication is running some version of the same headline this month: small businesses have adopted AI. The number depends on which survey you read, and the gap between the surveys is where your business is either wasting money or missing an opportunity. Some surveys say 89% of small businesses use AI. The Federal Reserve puts real production use closer to 18%.
The Facts
On August 7, 2026, an aggregated read of 2026 surveys reported that 76% to 89% of U.S. small businesses say they use AI in some form, citing the U.S. Chamber of Commerce and the Goldman Sachs 10,000 Small Businesses Voices survey. The same summary noted the Federal Reserve puts real firm-level adoption at about 18%, and the JPMorgan Chase Institute — measuring actual AI-related spending in small-business bank accounts — put it at roughly 17.7%.
The Census Bureau's Business Trends and Outlook Survey, released May 26, 2026, lines up with the lower number: overall AI usage sat between 17% and 20% from December 2025 through May 2026. Firms with fewer than 20 employees — where most propane companies fall — sat at the low end; firms with 250 or more employees were at 37%.
On August 27, 2026, the Global Technology Industry Association released a study of 520 SMB decision-makers. Only 44% had an acceptable-use policy for AI tools, 40% had employee training rules, and 39% had data security rules. Nearly a quarter named data security and compliance as their top barrier to using AI at all.
Business Impact
Somebody in your office is probably using ChatGPT to draft an email — that counts toward the 89% number. Almost nobody has AI reading calls, quoting tanks, or auto-dispatching an out-of-gas run — that's why the production number is 17-18%.
What this means for your business: 1. Casual AI use (an employee drafting an email) is common and low-risk, but it isn't a system and it isn't saving you real money yet. 2. Disciplined AI use — after-hours call answering, past-due letter drafting, route re-optimization — has real, measurable payoff in delivery-adjacent trades. 3. Without a written policy on what data can go into an outside AI tool, you're likely one of the SMBs the GTIA study found lacking one — only 44% have a policy in place.
Key Data Points
- 2026 surveys report small-business AI use between 76% and 89%, per the U.S. Chamber of Commerce and Goldman Sachs surveys.
- The Federal Reserve estimates real firm-level AI adoption at about 18% as of year-end 2025.
- The JPMorgan Chase Institute estimate, based on actual bank-account spending, is roughly 17.7%.
- Census Bureau data (Dec. 2025-May 2026) shows overall AI usage between 17% and 20%, with firms under 20 employees at the low end.
- A GTIA study of 520 SMB decision-makers found only 44% have an AI acceptable-use policy.
Key Takeaways
- The 'small businesses use AI' headline number and the 'small businesses run AI in production' number are worlds apart — 89% versus 18%.
- Firms with fewer than 20 employees — most propane companies — report the lowest AI usage rates in the Census data.
- Only 44% of SMBs have a written AI acceptable-use policy, per the August 2026 GTIA study.
- Three propane-adjacent use cases show real traction: after-hours call answering, past-due letter drafting, and route re-optimization.
Action Steps
- 1.Ask your CSR and office manager to list every AI tool they used last month and what it actually produced.
- 2.Pick one missed after-hours call from the last 30 days and calculate what that missed tank set was worth.
- 3.Write a two-sentence AI use policy — what data can and cannot go into an outside AI tool — and have every employee sign it.
- 4.This week, drop any AI tool on your team's list that didn't save a specific amount of time or money.
Competitive Advantage
A dealer who can name the specific dollar or hour an AI tool saved is buying a system. A dealer repeating a survey statistic to justify the purchase is buying a demo. That distinction is the difference between the 18% who run AI in production and the 82% who don't.
Can you name one specific dollar amount or hour saved by an AI tool your business used last month — or is it just a survey statistic?
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