LLM Evaluation Framework
ProDesign evaluation suites with test cases, grading rubrics, and metrics for AI systems
About the LLM Evaluation Framework Prompt Template
This ai & automation template assigns the AI the role of an AI quality engineer specializing in LLM evaluation, benchmarking, and automated testing, so the prompt it builds is framed by genuine subject-matter expertise rather than a generic request.
What it does: Design a comprehensive evaluation framework for your system name focused on your evaluation type. Use your grading method grading across the specified test case categories and metrics. Produce a complete test suite with rubrics, scoring methodology, and reporting templates.
You fill in 7 fields (5 required, 2 optional), and SurePrompts assembles a complete, structured prompt you can paste straight into ChatGPT, Claude, or Gemini.
Generate AI prompts, model configurations, and AI-related content.
How to Use This Template
- 1
Fill in System/Model Name
e.g., Customer support chatbot, Code review assistant
- 2
Fill in Evaluation Focus
Enter the evaluation focus for your prompt.
- 3
Fill in Test Case Categories
List categories of test cases, e.g.: - Happy path queries - Edge cases and ambiguous inputs - Adversarial prompts - Multi-turn conversations
- 4
Fill in Grading Method
Enter the grading method for your prompt.
- 5
Fill in Evaluation Metrics
Enter the evaluation metrics for your prompt.
- 6
Fill in Comparison Scope
Enter the comparison scope for your prompt.
- 7
Fill in Output Format
Enter the output format for your prompt.
- 8
Copy your prompt
Click the copy button to copy your generated prompt, then paste it into your preferred AI tool.
Template Fields
Every field below maps to a part of the finished LLM Evaluation Framework prompt. Required fields shape the core request; optional fields add detail and control.
A required input that takes a short line of text.
Example: e.g., Customer support chatbot, Code review assistant
A required input that takes one option from a list. Choose from 5 preset choices.
Available choices:
A required input that takes a longer, multi-line value.
Example: List categories of test cases, e.g.: - Happy path queries - Edge cases and ambiguous inputs - Adversarial prompts - Multi-turn conversations
A required input that takes one option from a list. Choose from 4 preset choices.
Available choices:
A required input that takes one or more options from a list. Choose from 8 preset choices.
Available choices:
An optional input that takes one option from a list. Choose from 4 preset choices.
Available choices:
An optional input that takes one option from a list. Choose from 4 preset choices.
Available choices:
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