AIDB AI Pulse / January-April 2026

AI value is shifting from efficiency to opportunity.

Across four months of AIDB's AI-forward audience, the next signal is not whether people use AI. It is what AI lets them attempt and how much work they are willing to route through it.

Overall Four-month trajectory January Baseline February Inflection March Main signal April Operationalization

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 directional, but it points in the same direction: AI remains a delegated work surface, and the latest movement is more about operational depth than basic adoption.

Exhibit 20 Same respondents, all four months

Latest Movement

Use this as directional support. The broad monthly trend and the repeat-respondent trend point in the same direction.

Methodology

Source and caveats