Two years of query data at AlphaSense: users now ask for deliverables, not documents

VeryWellVersed · x · 2026-10-02

Analyzing two years of user query behavior at AlphaSense, spacemanidol found a clear shift driven by AI systems: users increasingly request finished deliverables rather than searching for documents.

The takeaway is that AI-powered search and analysis tools are moving from "helping you find information" to "completing the task for you," resetting what users expect from these products.

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