BEYOND AI ADOPTION

Generative AI assistants have already crossed into mainstream awareness and use. Mod7 surveyed 881 U.S. adults to understand how that adoption is taking shape, where engagement is deepening, and which consumer attitudes may start to constrain future growth.

Beyond AI Adoption: Trust, Value Exchange, and the Limits of Growth examines the market after the first wave of expansion. The report looks at where usage is becoming habitual, how expectations are evolving, and why trust, monetization tolerance, and perceived utility now matter as much as top-line reach.

A few signals from the data:

Adoption is real, but usage intensity is not evenly distributed

The category has scaled, though depth of engagement still varies sharply across segments.

• 61% of U.S. adults say they have used a generative AI assistant at least once.

• 74% of Millennials have used one, the highest rate of any age cohort.

• Daily users report an average of 15.4 AI activities, compared with 5.5 among monthly users.

Growth potential is tied to value exchange, not awareness alone

As AI assistants become more embedded in daily behavior, consumer tolerance for monetization remains limited.

• 61% of current users say they would reject advertising in AI assistants.

• Among daily users, that figure rises to 67%, indicating that the most active users may also be the least receptive to ad-supported experiences.

Familiarity with AI is broad, but that does not ensure continued expansion

The market is no longer constrained mainly by lack of awareness.

• Among non-users, just 12% say they are unfamiliar with any major generative AI assistant brand.

• The report explores what this gap between awareness and adoption may mean for future demand, platform strategy, and the realistic limits of category growth.

Get the full report for the complete findings, deeper analysis, and strategic implications.