Originally published on ryanverwey.dev.

Choice overload is not the presence of many options. It is the point where an interface asks a person to do more comparison work than the decision feels worth.

That distinction matters. A catalog with 10,000 products can feel manageable when search, filters, categories, recommendations, and comparison tools reduce the active decision to a useful set. A pricing page with four plans can feel overwhelming when the names are vague, features are inconsistent, and every card claims to be the best value.

The design problem is not simply quantity. It is decision work: how much effort users must spend understanding the choice, comparing alternatives, predicting consequences, and feeling confident enough to act.

I call that accumulated effort the decision tax. Every option adds potential value, but it can also add discovery, comparison, uncertainty, and regret. Good choice architecture preserves meaningful agency while reducing the tax required to use it.