Gallup just released survey data that should be sitting in front of every senior leader making AI decisions right now. Half of employed American adults now report using AI in their role at least a few times a year. That is not a rounding error or an early-adopter signal anymore. That is a mainstream workforce behavior.

April 22 2026, Google just dropped some major Workspace and Gemini announcements at Cloud Next '26

AI wired into a broken process doesn't fix the process. It executes the dysfunction faster. Garbage in, garbage out has always been true. AI just removes the lag time between the garbage and the consequence.