What will be the overall artificial intelligence (AI) model adoption rate by US businesses in November 2026, according to the Ramp AI Index?

Started Dec 19, 2025 06:00PM UTC
Closing Dec 01, 2026 08:01AM UTC

Growth in AI model adoption had stalled in the second half of 2025 among US businesses (Center for Strategic and International Studies, Ramp). The question will be suspended on 30 November 2026 and the outcome determined using data as first reported by the Ramp AI Index (Ramp, click "Overall" to the right of "View by" in the chart field and see "Ramp Estimate"). As of the launch of this question, the overall model adoption rate in April 2025 was 40.1%. In the event of ambiguity due to rounding on the chart, downloaded data will be used for resolution.

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Possible Answer Crowd Forecast Change in last 24 hours
Less than 25% 2.50% -5.83%
At least 25%, but less than 30% 2.00% -6.33%
At least 30%, but less than 35% 1.00% -7.33%
At least 35%, but less than 40% 2.50% -5.83%
At least 40%, but less than 45% 21.50% +13.17%
At least 45%, but less than 50% 23.00% +14.67%
At least 50%, but less than 55% 19.00% +10.67%
At least 55%, but less than 60% 10.50% +2.17%
At least 60%, but less than 65% 6.50% -1.83%
At least 65%, but less than 70% 6.00% -2.33%
At least 70%, but less than 75% 2.50% -5.83%
75% or more 3.00% -5.33%

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