2026: The State of Consumer AI
2026 / RESEARCH2026: The State of Consumer AI
Consumer AI adoption, engagement and spending, viewed through a venture investor’s research.
An initial research note introducing indicators for tracking AI’s economic and labor-market effects.
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Independent research index / editorial cover
A research update organizing timely evidence about AI’s economic effects into several indicator families. It examines employment patterns by occupational exposure and age using payroll data, wider signs of economic transformation and survey-based adoption trends. The report distinguishes automation-oriented usage from augmentation and documents important sample restrictions. Use it to follow emerging labor-market signals and interrogate strong claims about AI’s effects, remembering that the payroll sample is not the entire economy and observed divergence does not, by itself, establish a causal mechanism.
The PDF is in English. This introduction and content guide are available in your selected language.
Consumer AI adoption, engagement and spending, viewed through a venture investor’s research.
Consumer research on agent-mediated purchasing and the changing relationship between brands and buyers.
Cross-country evidence on the pace and concentration of business AI adoption.