How to evaluate AI-assisted website features through user benefit, accuracy, privacy, transparency, and human control.
Automation is useful when it removes a well-defined repetitive step without hiding important choices. AI-assisted features also require accuracy checks, privacy controls, a non-AI fallback, and clear user control.
Friction is the real enemy
Every extra click, every form that asks twice, every page that makes you hunt for an answer is friction — and friction is where people abandon. AI earns its place when it quietly closes those gaps: surfacing the right content, anticipating the next action, and turning a search into an answer.
Where automation helps
Applied with restraint, AI makes an interface feel considerate rather than clever. The goal is never to show off the model — it is to make the human's task shorter.
- Answering questions in place instead of sending users to search
- Structuring content so retrieval systems have clearer source material
- Reducing form fields and repeated input wherever possible
- Personalizing what matters without being intrusive
Keep the user in control
Automation should leave consequential decisions with the user. Disclose when an AI feature is involved, make its output reviewable, and provide a direct path to correct or bypass it.