Skip to Main Content

Preus Library's AI Literacy Guide

For students, faculty, and staff.

Checklist for Evaluating AI-generated Content

CheckboxAccuracy and source check 

  • Verify all facts, statistics, and data points with multiple non-AI sources (academic journals, government publications, respected news organizations)
  • If the AI cites sources, locate and check those sources directly
  • Watch for outdated information; don't rely on AI for very recent topics
  • Is the AI putting correct information in the wrong context? (For example, is it attributing a fake article to an actual author, or vice versa?)

CheckboxAssumptions check 

  • What did the AI tool assume? (For example, did it give you news sources when you were seeking academic ones, or summarize an article at a middle school reading level rather than a college reading level?)
  • What did your written prompt assume? (For example, did you assume that the AI tool would understand that you're asking about a particular demographic, geographic area, or time period?)
  • Can you re-prompt the AI to try and fix some of these basic assumptions and/or falsehoods?  

CheckboxBias check 

  • Ensure the AI-generated content presents multiple perspectives and does not omit certain viewpoints or promote stereotypes 
  • Check against original non-AI sources to see if the content favors a specific viewpoint, ideology, or group 
  • Use critical thinking to evaluate information that seems slanted to serve business, government, or advocacy interests, or influence buying decisions 
  • Watch for loaded words designed to provoke emotions (fear, anger, excitement) or influence opinions or actions 

CheckboxLogical consistency check 

  • Ensure the arguments being presented flow logically and make sense 
  • Watch for broad generalizations from limited evidence 
  • Look carefully for contradictions or misleading jumps in reasoning 
  • Assess the depth of reasoning and avoid simplistic analysis 

CheckboxData check

  • Use your critical thinking skills to check the output and make sure it corresponds with what you know about the data. Are the numbers within a reasonable range? 
  • Cross-check results using a spreadsheet or statistical software 
  • Verify that the AI is using the correct statistical methods 
  • Watch for rounding and approximation errors 
  • Use multiple analytical tools to cross-verify results 

CheckboxTransparency check

  • Describe where and how you used AI with a statement of acknowledgment
  • Cite AI use according to the expectations of your professor, boss, or publisher
  • Double-check sources generated by AI; verify and properly cite any facts, statistics or quotes from original non-AI sources

CheckboxAuthenticity check

  • Have your expressed your own thoughts, words, and tone of voice in your final product?
  • Can you explain the content and demonstrate full understanding without the aid of AI?

Content in this section is adapted from "Using AI for research", "Using AI for data and numerical analysis", and "AI Skills & Tools" in The 2025 Student Guide to Artificial Intelligence by Elon University and AAC&U / CC BY-NC-SA 4.0, and also "Assess Content: Assessing AI-Based Tools for Accuracy" by the University of Maryland CC BY-SA 4.0 

Get In Touch

Find us on:

Content © Luther College Preus Library, 700 College Drive, Decorah, IA 52101 (563) 387-1166 Creative Commons License
chat loading...