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Top 5 customer confusions this week.
Where real users are getting stuck — surfaced from anonymized feedback signals across every Hanvitt AI deployment. No AI hype, just patterns in the data.
No significant patterns yet
Not enough tagged negative signals have accumulated in the 7-day window to form a reliable ranking. Check back later.
How this page works
Feedback in → ranked trends out, automatically.
Every Hanvitt chatbot captures three kinds of negative signal: explicit 👎 with reason tags, implicit cues (user re-asked, escalated, abandoned), and zero-citation retrievals. We aggregate them across domains and surface the top 5 each week — so you see exactly where today's best LLMs still trip up.