Ads in AI chat may be inevitable, but the real design challenge is keeping sponsored intent near decisions — not inside advice.

A good AI stream should not expose every thought, but show enough visible work, uncertainty, and control to help users trust what the system is doing.

AI design may not have invented many new components yet, but it is reshaping familiar patterns around guidance, oversight, and trust.

Announcement modules may be small, but with the right timing and targeting, they drive action—and turn hype into clicks.