Archive · 20 Sep 2026
AI Search Answers Require More Than Accuracy Checks
AI search tools can answer questions in several different ways.
Some answers provide facts that can be checked.
Other answers explain evidence, create something new, or suggest what someone should do.
A screen-time question may not have one perfect number because sleep, exercise, school and mood also matter.
A daily-aspirin question is more personal because health risks differ from person to person.
AI answers can sound confident even when they involve judgment or creativity.
People should check sources for factual answers.
They should consider missing evidence for interpretations and personal needs for advice.
For important decisions, they may need to ask a qualified professional.
AI-generated search responses can be factual, interpretive, constructive or strategic.
Different answer types require different kinds of evaluation beyond checking accuracy.
Screen-time guidance illustrates how context and interpretation can matter more than a single number.
Advice about daily aspirin requires personal medical information and professional guidance.
Users should identify an answer’s type before deciding whether to trust or use it.
- Who
- The article’s author, a University of Virginia librarian and dean, discusses how people should evaluate AI-generated search answers.
- What
- The article proposes four broad types of AI answers: factual, interpretive, constructive and strategic.
- Where
- The examples concern AI-generated answers appearing in Google Search; the author is affiliated with the University of Virginia.
- Why
- To encourage users to assess what kind of intellectual work an AI answer performs, rather than judging it only for accuracy.
- Four answer types
- Factual, interpretive, constructive and strategic
- Factual answers
- Claims that can generally be checked against appropriate evidence or sources
- Interpretive answers
- Evidence-based responses shaped by which evidence is emphasized, omitted or weighed
- Constructive answers
- Created material such as cover letters, eulogies, lesson plans or revised paragraphs
- Strategic answers
- Advice that combines information with judgment about goals, risks, trade-offs and personal circumstances
- Screen-time example
- The American Academy of Pediatrics emphasizes quality, context and displaced activities rather than an exact teen limit
- Aspirin example
- The U.S. Preventive Services Task Force says low-dose aspirin decisions should be individualized by weighing cardiovascular benefit against bleeding risk