SMBs are piloting AI agents faster than they can prove the ROI

Upwork's Q1 2026 survey and a Goldman Sachs poll of 1,256 owners find widespread productivity gains — but most under 25%, and only 14% call AI 'fully embedded.'

Seventy-four percent of small and midsize businesses now report AI-driven productivity gains, but most of those gains haven’t cleared 25%, according to the Upwork Research Institute’s Q1 2026 Business Leader Landscape survey of 750 U.S. executives, including a 195-leader SMB subset (companies with 10 to 99 employees). The gap between adoption and payoff is where the story lives.

A Goldman Sachs 10,000 Small Businesses Voices poll of 1,256 owners tells the same structural story from a different angle. 76% are using AI, 93% of those users report positive business impact, and yet only 14% describe AI as fully embedded in core operations. 73% want more training. Khari Parker, co-founder of Connie’s Chicken & Waffles, is the archetype: piloting, iterating, not yet scaling.

The Census Bureau’s Business Trends and Outlook Survey, running Dec. 14, 2025 through May 3, 2026, puts overall U.S. business AI use at 17–20%, with another 20–23% expecting to adopt within six months. Adoption scales with headcount: 32% at firms of 100–249 employees, 37% at 250-plus. SMBs sit below that line, which is why 49% cite data privacy and security as the top barrier (versus 44% across Upwork’s broader pool).

Confidence is running ahead of proof. 68% of SMB leaders expect efficiency gains from AI agents inside 24 months; 62% say they’re very or extremely confident handing agents high-stakes tasks; 32% call them mission-critical. Only 27%, 26%, and 24% respectively have pushed data analytics, content generation, and inventory past pilot into scaling. 53% learn about agents from vendors, 52% from peers, a distribution that flatters the sales funnel.

The vendor economics are visible. Upwork’s Q2 2026 8-K reports $191.7 million in total revenue (down 2% YoY) alongside $25.4 million GAAP net income and a 33% adjusted EBITDA margin. Business Plus, the SMB tier, generated roughly $64 million in GSV, up 174% year-over-year, with active clients up 219% and 38% starting directly on the premium tier. AI-related GSV grew more than 22%; AI Strategy & Consulting more than 50%. Upwork’s Model Context Protocol server, alongside tooling from Glean, Dust, and LemonLime, is quietly becoming the connective layer SMBs adopt before they can measure what it’s worth.

CEO Hayden Brown is selling into that gap. The pilots are the product.

SMBs are piloting AI agents faster than they can prove the ROI

Sources