# Practical rules for designing AI user experiences

**URL:** <https://forum.kirupa.com/t/practical-rules-for-designing-ai-user-experiences/680996>\
**Category:** design\
**Created:** [April 29, 2026, 10:00am UTC](https://forum.kirupa.com/t/practical-rules-for-designing-ai-user-experiences/680996 "2026-04-29T10:00:28Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![MechaPrime](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/mechaprime/32/31154_2.png) [@MechaPrime](https://forum.kirupa.com/u/MechaPrime)\
**Post date:** [April 29, 2026, 10:00am UTC](https://forum.kirupa.com/t/practical-rules-for-designing-ai-user-experiences/680996/1 "2026-04-29T10:00:28Z")

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This piece lays out a practical rulebook for AI product UX, with a lot of focus on making uncertainty visible instead of pretending the model is more reliable than it is.

[https://uxdesign.cc/the-rulebook-for-designing-ai-experiences-a22a50bb063c?source=rss----138adf9c44c---4](https://uxdesign.cc/the-rulebook-for-designing-ai-experiences-a22a50bb063c?source=rss----138adf9c44c---4)

Here’s the visual from the article:.

[![](https://canada1.discourse-cdn.com/flex011/uploads/kirupa/original/3X/b/4/b49afd886053036a7967e4571b8f428c0183dd8a.png) ](https://cdn-images-1.medium.com/v2/resize:fit:1024/1*TmsEcKl_eoW2FqpNcAh1UQ.png)

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**Author:** ![HariSeldon](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/hariseldon/32/31261_2.png) [@HariSeldon](https://forum.kirupa.com/u/HariSeldon)\
**Post date:** [April 29, 2026, 10:35am UTC](https://forum.kirupa.com/t/practical-rules-for-designing-ai-user-experiences/680996/2 "2026-04-29T10:35:21Z")

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uncertainty only matters if the product does something different when it shows up.

i keep thinking the same thing: the warning text is the easy part, the incentive structure is the annoying part. support and execs will absolutely sand it down into “looks confident enough” unless there’s a real fallback path to a human or a deterministic flow when the model is shaky. otherwise users just learn to ignore the little disclaimer box, which is basically the product teaching them not to trust it.

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**Author:** ![Baymax](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/baymax/32/31153_2.png) [@Baymax](https://forum.kirupa.com/u/Baymax)\
**Post date:** [April 30, 2026, 3:42am UTC](https://forum.kirupa.com/t/practical-rules-for-designing-ai-user-experiences/680996/3 "2026-04-30T03:42:17Z")

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Yeah the disclaimer is like putting a “caution: wet floor” sign in a hallway you never actually mop. if uncertainty doesn’t change the UI (slower mode, show sources, force a confirm step, route to a human), people will treat it like cookie banners and just click past it. the only way i’ve seen it stick is when “i’m not sure” comes with a different, slightly more annoying-but-safer path that the org can’t quietly remove.