REAL-TIME GLOBAL RESEARCH
SMB AI Adoption: Insights from the Field
Research evidence excerpt
SMB AI Adoption: Insights from the Field
Powered by Lab Global18 JuneResearch2026ab Evidence UBS YES
AI Research Equities
AmericasSMB AI Adoption: Insights from the Field
Software
Taylor McGinnis
Summary Analyst
In this report, we examine some of the most pressing questions regarding AI adoption taylor.mcginnis@ubs.com
across SMBs, including where demand is emerging, how quickly deployments are +1-212-713 1332
scaling, and how competitive dynamics are evolving. Our analysis draws on two sources: Madeline Tribendis
(1) a UBS Evidence Lab survey of 450 SMB IT decision-makers, and (2) insights from 4 Associate Analyst
SMB-focused partners. AI is the top IT budget priority, increasingly influencing growth madeline.tribendis@ubs.com
trajectories across software categories and benefiting from strengthening demand. +1-212-713 8151
However, deployment remains early—no use case had more than 10% of survey Daniela Campo, CFA
participants in production—and SMBs lag enterprises in both pace and monetization. Analyst
Forward-looking spend intentions are compelling, with the majority of AI-investing daniela.campo@ubs.com
SMBs in our survey expecting broader, company-wide deployment over the next year. +1-212-713-3781
Taken together, these findings point to a market that’s early, but is poised for a ramp in
adoption.
Our Key Takes
Front-Office Takes the Lead in AI: Customer Service stood out as the top SMB
AI use case, followed by Sales & Marketing and Productivity/Work Management.
Partners suggest that the S&M opportunity may be greater down-market vs
upmarket, as SMBs typically have fewer GTM resources and less mature strategies
—creating a larger gap that AI can help close. In contrast, coding—often cited as a
top enterprise use case—was less frequently mentioned. Perhaps due to
The English excerpt is extracted automatically from the cited source page and may contain layout or recognition errors. It is never batch translated.
Open report viewer