What you need to know
- Start with an observed friction point in an existing task.
- Make sources, proposed changes, and action status visible.
- Measure review effort and accepted outcomes.
Find a repeated decision or handoff
A general chat box gives users a blank starting point. In a business application, the more useful starting point may be the task already on screen: reviewing an expense, comparing a contract revision, or preparing a customer response. The application knows the relevant object, permissions, and next step. An AI feature can use that context to offer a specific contribution.
Map the workflow before choosing an interaction. Observe where people search for information, retype details, or wait for a handoff. Select a friction point with a measurable outcome. A draft that saves typing but adds a lengthy verification burden may not improve the task overall. Include the review step in the product definition.
Show what the assistant used and changed
A useful interface makes a proposed change easy to inspect. Show the source of a policy answer, highlight edits to a document, and distinguish a draft from an executed action. Give the user a straightforward path to correct the result. These choices help people form an accurate view of what the system can do.
Accessibility belongs in this interaction design from the start. W3C's Web Content Accessibility Guidelines provide a shared framework for accessible web content. For an AI feature, keyboard navigation, understandable status messages, and clear labels are especially relevant when content changes dynamically or a user needs to review a proposed action.
Measure the task beyond feature clicks
Track completed work, time spent reviewing, correction rates, and whether users return to the feature for the same task. Pair these measures with qualitative research about confusing or unhelpful behavior. A high activation rate can reflect curiosity; recurring use with successful outcomes is a more useful signal of product fit. Expand the feature when evidence identifies a next step users actually need.
Sources & further reading
This article draws on the source material and official product documentation below. Product capabilities can change; check each source for current details.
