Prompt Evaluation Checklist
A prompt evaluation checklist gives you a consistent framework for assessing any AI response. Using the same checklist every time builds reliable judgment over time.
8 min•By Priygop Team•Updated 2026
The Prompt Evaluation Checklist
The Prompt Evaluation Checklist
# The Prompt Evaluation Checklist
def evaluate_prompt_response(response, requirements):
"""
Use this checklist to evaluate any AI response.
Score each criterion: 1 (poor) to 5 (excellent).
"""
checklist = {
# ACCURACY
"is_factually_correct": None,
"no_invented_facts_or_citations": None,
"code_runs_correctly_if_applicable": None,
# RELEVANCE
"directly_addresses_the_task": None,
"stays_within_the_specified_focus": None,
"no_off_topic_content": None,
# CLARITY
"appropriate_for_the_audience": None,
"well_organized_and_logical": None,
"easy_to_understand": None,
# CONSISTENCY
"similar_quality_on_repeat_runs": None,
# FORMAT COMPLIANCE
"uses_specified_format": None,
"within_length_limit": None,
"correct_number_of_items": None,
# OVERALL
"meets_the_goal_of_the_task": None,
"ready_to_use_without_editing": None,
}
# Score each item 1 to 5
# Total maximum score: 75 (15 criteria x 5 points each)
# A prompt scoring above 60 is reliable for regular use.
return checklist
print("Use this checklist consistently for all prompt evaluations.")
print("Track scores over iterations to see improvement.")Diagram
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Deep Learning ⊂ Machine Learning ⊂ Artificial Intelligence
Key Takeaways
- A consistent evaluation checklist builds reliable judgment over time
- Score each criterion from 1 to 5 for objective comparison
- Use the same checklist for all prompt versions to ensure fair comparison
- Track scores across iterations to see improvement patterns
- A prompt with high scores on all criteria is ready for regular or production use
Key Takeaways
- A prompt evaluation checklist gives you a consistent framework for assessing any AI response.
- A consistent evaluation checklist builds reliable judgment over time
- Score each criterion from 1 to 5 for objective comparison
- Use the same checklist for all prompt versions to ensure fair comparison