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Applied AI·July 23, 2026·1 min read

A Google study using millions of de-identified AI interactions finds AI is helping workers, not replacing them, and much AI use is "shallow" for certain tasks

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Usage telemetry from millions of interactions suggests most enterprise AI today is lightweight assistance, not deep workflow automation. That’s a green light to invest in higher-friction, embedded use cases — the shallow stuff is getting commoditized, but the real productivity delta is still mostly untapped.