I keep coming back to a small thing on the Today screen of the learning product I’m building.

The system picks one experience it thinks fits you today, with two alternatives in case it gets it wrong.

The easy UI is three cards. Done.

But a card labeled “Recommended for you” asks for a lot of trust. The choice may come from your goals, previous topics, gaps, or simply something worth revisiting. If none of that is visible, good personalization can still feel random.

I’m thinking about adding one plain sentence under the main choice. “Because you struggled with X.” “This connects to Y from yesterday.” “You haven’t explored this area yet.”

Then I hit the uncomfortable part: a weak reason might expose shallow personalization faster than no reason at all.

For people who’ve designed recommendation systems, did showing the reason increase trust or just give users another thing to disagree with?

submitted by /u/Gleb_SV
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