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Where users struggle most with AI features, say 107 product leaders

Bar chart of where product leaders say users struggle with AI features: trusting the output 44%, understanding it 26%, workflow fit 25%, discovery 21%.
Trust leads, and it's the one thing usage dashboards can't see Source: Userflow, survey of 107 senior product leaders, 2026

Results from Userflow's 2026 survey of 107 senior product leaders on where users struggle most with AI features. Trusting the output came first at 44%, ahead of understanding the feature, fitting it into a workflow and discovering it exists. These are product leaders' views of their users, so treat them as a starting hypothesis to test in interviews with the users themselves.

Where this appears

What's in this bar chart

Product leaders
Trusting the output44%
Understanding the feature26%
Fitting it into a workflow25%
Discovering it exists21%

What product leaders believe about their users, not what users said.

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<p>Source: <a href="https://www.koji.so/visuals/where-users-struggle-with-ai-features-product-leader-survey">Where users struggle most with AI features, say 107 product leaders</a>, Koji</p>