What if the biggest AI design problem right now isn't the technology — it's that we keep reaching for the wrong interface?
I've been mulling this over all week, as several conversations in the design community have converged on the same uncomfortable truth: there's a growing gap between what the tech industry thinks users want from AI and what people actually need. And designers are caught right in the middle.
What happened
A few things landed at once, all pointing in the same direction.
First, there's a strong argument building that designers have developed "conversational tunnel vision" — reflexively wrapping every AI feature in a chat interface. Need AI in your product? Stick a chatbot on it. It's become the default, regardless of whether conversation is actually the right interaction pattern for the task.
Second, the case for integration over novelty keeps getting louder. Users don't need another standalone AI tool with its own onboarding flow and its own tab competing for attention. They need useful capabilities woven into the workflows they already rely on — fitting established mental models rather than demanding new ones.
And third — perhaps most pointedly — the evidence suggests most people simply don't want more AI features in their products. Not like this. There's a real disconnect between the enthusiasm in boardrooms and the experience on the ground.
Meanwhile, Disney's animated character Ozzy Fox went viral this week after social media accused the design of being "AI slop." The kicker? It's entirely human-made. The character's smooth, polished aesthetic was enough to trigger accusations of machine generation. That's how deep the trust problem runs now.
The bigger picture
These stories aren't disconnected. They're symptoms of the same underlying issue: the industry is shipping AI features for the sake of having AI features, and designers are being asked to make it all feel seamless.
Let's talk about the chat problem. Conversation is just one interaction modality — and often it's the wrong one. Sometimes what a user needs is a subtle suggestion, an ambient nudge, or direct manipulation with AI running quietly underneath. Forcing everything through a text prompt adds cognitive load. It strips away the spatial, visual nature of how many of us actually think and work.
That's not a minor gripe. It's a fundamental mismatch between interface and intent.
The integration argument matters equally. We've all experienced the fatigue of yet another tool promising to revolutionise our workflow. What actually helps is when new capabilities appear inside tools we already know — respecting our muscle memory instead of asking us to start from scratch. The best AI feature is the one that doesn't feel like a separate feature at all.
And the Ozzy Fox situation? That's the cultural cost of shipping too much, too fast. When AI-generated imagery is so prevalent that legitimate human work gets dismissed as machine-made, we've got a credibility crisis that affects every designer and illustrator working digitally. Your stylistic choices alone can now trigger suspicion. That should worry all of us.