Better Prompts + Critical Evaluation of GenAI
Use the QR Code to create your own copy of the FLUF(F) Test Templates. Use the prompt creator, checklist, and rubric to interact with your GenAI model.
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The FLUF(F) Test Prompt Template and Critical Evaluation Rubric © 2023-2025 by Dr. Jennifer Parker is licensed under CC BY-NC-SA 4.0
What is the FLUF(F) Test?
- Improving GenAI Interactions -
Better Prompts (Input) and Human Critique (Output)
FLUF(F) Test
Use the FLUF(F) Test Prompt Template to improve input into a GenAI model. Brainstorm prompt elements, then draft a thoughtful prompt - often in the form of a paragraph.
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FLUF(F) Test
Use the FLUF(F) Test Checklist to critically evaluate the GenAI output. Review the indicators for each domain of F+L+U+F+F.
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FLUF(F) Test
Use the FLUF(F) Test Rubric to score your GenAI results. With a goal of "Zero FLUF(F)", infractions mean reprompting, regenerating, and repeating interactions with the GenAI model.
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Use the FLUF(F) Test
Input (Prompt Writing) + Output (Critical Evaluation of Results)
USE THE FLUF(F) (Color)CLICK TO CREATE A COPY of the updated FLUF(F) Test - Prompt Template and Critical Evaluation Rubric - Make a copy (Color)
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USE THE FLUF(F) (Black & white)CLICK TO CREATE A COPY of the black and white version of the FLUF(F) Test - FLUF Prompt Template and Critical Evaluation Rubric - Make a copy (Black & White)
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USE THE FLUF(F) Guided PracticeCLICK TO CREATE A COPY of the FLUF Test: AI Input (Prompt) and Output (Critique) Activity (Guided Assignment)
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Goal = Zero FLUF(F)
Scoring the FLUF(F) Test Rubric: Identifying Inaccuracies in GenAI Output
FLUF comes in many shapes and forms and can be applied to a variety of AI results including images or text/LLMs.
In this example, we see two infractions - an issue with the Format length, and with the Usability credibility. The FLUF score is two (2).
Note that for each error there is a plus or a point assessed as an infraction.
Any score other than zero means re-prompting, regenerating, and repeating until you get the intended result.
See the FLUF(F) Test in Action
Prompt + Checklist + Rubric
Here are some examples of the prompt, checklist, and rubric:
*Sample FLUF(F) Test Marketing & Advertising
*Sample FLUF(F) Test Media Production, Management, & Technology
*Sample FLUF(F) Test College of Law
*Sample FLUF(F) Test Humanities
*Sample FLUF(F) Test 8th Grade Science Teacher Lesson
*Sample FLUF(F) Test Business & Industry Prompt example