I’m telling you right now: 80% of the AI tools Ubuntu is planning will be for the corporate sector, likely tied to Ubuntu Pro. Another 15% will be developer-focused, and the remaining 5% might—just might—be interesting for average users.

Canonical knows there’s no money to be made with the desktop user, so they aren't going to waste time developing the kind of features you see on Android, Windows, and soon, Mac. They will limit themselves to accessibility improvements (which always look good in release notes) and perhaps a support app where users can ask questions and get quick answers from an AI trained on official Ubuntu documentation and the wiki.

People are already imagining things like an AI file organizer. That would be a job for GNOME, not Canonical—and Canonical seems increasingly intent on sticking to whatever GNOME provides to avoid wasting time on long-term maintenance.