Useful Divide
Common is not always highest value.
Brainstorming remains common, but March respondents put more relative value on consequential work: strategy, writing, learning, data analysis, and production-oriented building.
AIDB AI Pulse / January-March 2026
AI value is shifting from efficiency to opportunity.
Among AIDB's AI-forward audience, the next signal is not whether people use AI. It is what AI lets them attempt.
Overall Findings
After adoption comes delegation.
In a cohort where regular AI use is already assumed, the useful signal is not adoption but maturation: value rotates toward new capabilities, delegated workflows rise, and AI takes up more of the workweek.
The Frame
Efficiency AI does known work faster.
In this cohort, efficiency is a baseline condition. Time saved still matters, but it is losing ground as the primary benefit.
The Shift
Opportunity AI makes new work possible.
The rising signal is capability: workflows, analyses, systems, and outputs that point to what people try once regular AI use is assumed.
Deep Dives
The repeat cohort reinforces the maturation story.
The longitudinal view is smaller, but it points in the same direction: more delegation, more work time, and more capability framing among people who answered repeatedly.
Feb-Mar Movement
Use this as directional support. The broad monthly trend and the repeat-respondent trend point in the same direction.
Methodology
Source and caveats
April Survey Open Now
Add your signal to the April 2026 AIDB AI Pulse Survey.
These results get more useful as the month-to-month signal gets sharper. Add your experience to the next Pulse.