Table of Contents
In February 2026, the Small Business Expo Research Desk analyzed survey responses from 693 small business owners to understand how artificial intelligence and automation are being used — and whether they are delivering operational results.
AI adoption is widespread. More importantly, among businesses actively using AI tools, most report that these technologies are helping reduce costs or improve efficiency. The data suggests that AI is not merely being tested — it is being integrated into day-to-day operations.
Highlights
- 71.4% of small businesses report using AI tools
- 36.2% use AI regularly
- 35.2% are experimenting with AI
- Among AI users, 78.6% report reduced costs or improved efficiency
- 88.9% of regular AI users report operational benefits
AI Adoption Is Moving Into the Mainstream
When asked whether they use AI tools in their business — including applications in marketing, customer service, and operations — respondents reported the following:
- 36.2% use AI regularly
- 35.2% are experimenting with AI
- 20.9% are interested but not yet using
- 7.6% report no interest
In total, 71.4% of surveyed businesses are actively using AI in some capacity. That level of adoption indicates that AI has moved beyond early curiosity and into practical application for many small businesses.
National data reflects similar trends. The U.S. Small Business Administration has noted that small firms are increasingly adopting automation and AI-enabled tools to improve workflow efficiency and customer responsiveness¹. The February 2026 survey results align with that broader shift toward operational technology adoption.
Among AI Users, Operational Benefits Are Common
To assess whether AI is producing measurable results, the impact analysis focuses on respondents who report actively using AI tools.
Among the 495 businesses using AI — either regularly or experimentally — 78.6% report that AI has reduced costs or improved efficiency. The remainder indicate either no impact or that it is too soon to determine measurable results.
This finding suggests that for most adopters, AI is associated with tangible operational improvements rather than neutral outcomes. Reports of efficiency gains significantly outnumber reports of no impact.
At the aggregate level, 56.1% of all respondents report measurable gains. However, that broader figure includes businesses not currently using AI. When focusing specifically on active users, the prevalence of reported benefits becomes substantially clearer.
Research from the Federal Reserve has similarly found that small businesses investing in productivity-enhancing technologies often report incremental operational improvements, particularly when tools are integrated into routine processes rather than used sporadically².
Regular Users Report the Strongest Results
The data also reveals meaningful differences based on usage intensity.
Among businesses that report using AI regularly (n = 251):
- 88.9% report reduced costs or improved efficiency
Among businesses that report experimenting with AI (n = 244):
- 61.5% report reduced costs or improved efficiency
While experimentation is already yielding positive results for many firms, regular integration is associated with the highest reported levels of operational benefit.
This pattern suggests that AI’s impact may strengthen as tools become embedded in workflows. Businesses that move beyond trial use and incorporate AI more consistently appear more likely to report measurable improvements.
The National Federation of Independent Business has observed that technology investments tend to generate clearer productivity benefits once they are integrated into standard operating practices rather than treated as short-term experiments³.
AI as Operational Infrastructure
The February 2026 findings indicate that AI adoption among small businesses is not simply exploratory. For a substantial share of users, AI tools are contributing to cost control, process automation, and workflow efficiency.
At a time when many small businesses continue to face cost pressures and margin sensitivity, technologies that reduce manual workload or streamline operations carry strategic importance. The survey results suggest that for many adopters, AI is already functioning as a practical operational tool.
Rather than asking whether AI works in theory, many small business owners now appear to be evaluating how effectively it can be embedded into daily operations.
Final Takeaway
AI adoption among small businesses is broad and growing. More importantly, among those actively using AI tools, most report that the technology is helping reduce costs or improve efficiency.
The February 2026 survey suggests that for many small business adopters, AI is already delivering measurable operational value — and for regular users, reported benefits are especially common.
Footnotes
- U.S. Small Business Administration. Technology and Small Business Trends. https://www.sba.gov
- Federal Reserve. Small Business Credit Survey. https://www.fedsmallbusiness.org
- National Federation of Independent Business. Small Business Economic Trends Report. https://www.nfib.com
Related: Critical Cost Pressures Facing Small Businesses in 2026