Bad UI Now Has a Meter Running
DAte
Category
People
Reading Time
Your help agent is hiding the cost of your bad UX. When a user has to ask AI where a setting lives, what a label means, or how to complete a routine task in your app, the interface has converted friction into a metered time bomb. Bad UI wastes time, creates support tickets, and drives abandonment…Now it burns tokens too.
I’m not the only person circling this. Token-aware UX is already a thing, though most people seem to use it to refer to making AI usage visible or optimizing the model itself.
What I haven't seen said as directly is this: the UI surrounding the AI can either protect a customer’s token budget or quietly drain it.
A few people are getting very close:
Token-aware UX
“This isn’t just UI design, it’s a product philosophy. Turn abstract ‘token cost’ into something users can see, manage, and trust.”
— Joshua Hsiao, When AI Tools Eat Your Wallet—and Your Trust
The best interface asks less of the user
“The winning interface is not necessarily the prettiest; it is the one that asks the fewest unnecessary questions.”
— Jakob Nielsen, 2026 AI and UX Predictions: A Mid-Year Reality Check
Token efficiency is an economic requirement
“Inference acceleration and algorithmic optimization are no longer mere engineering choices; they are economic imperatives that shape the sustainability of the agent ecosystem.”
— Token Economics for LLM Agents: A Dual-View Study from Computing and Economics
So to all of my flow untanglers, guardians of the paths (both happy and sad), and interaction whisperers: poor usability is no longer just experience debt; it is becoming a drain on the wallet of every customer visiting your app. Every avoidable question adds latency, token spend, and cognitive effort. The best products will reserve AI budgets for helping customers get things done they could not have dreamed of doing on their own only a few months ago, not for repeatedly explaining where someone hid the export button.
Export your agent queries, have AI search for interface questions, then fix the jank.
Yvonne Doll
UX, AI Design Leadership
