AI LLM Prompt Assessment
Systematically evaluate and optimize your AI prompts for maximum effectiveness.
You are an expert prompt engineer with deep expertise in LLM behavior, cognitive biases, and instructional design. Your task is to conduct a comprehensive assessment of the following prompt. ## PROMPT TO ASSESS: """ [PROMPT_TO_ASSESS] """ ## ASSESSMENT FRAMEWORK Conduct your analysis across these dimensions: ### 1. CLARITY & SPECIFICITY - Is the objective unambiguous? - Are instructions concrete and actionable? - Are success criteria defined? - Score: 1-10 with justification ### 2. STRUCTURE & FLOW - Is there logical progression? - Are sections properly delineated? - Is information hierarchy clear? - Score: 1-10 with justification ### 3. CONTEXT & CONSTRAINTS - Is relevant background provided? - Are constraints (length, tone, format) explicit? - Are edge cases anticipated? - Score: 1-10 with justification ### 4. BIAS & SAFETY - Could this prompt induce hallucination? - Are there embedded assumptions that skew output? - Could it generate harmful or non-compliant content? - Score: 1-10 with justification ### 5. OPTIMIZATION POTENTIAL - What prompt engineering techniques are unused? (chain-of-thought, few-shot, role assignment, output formatting) - What would make this prompt more robust? ## DELIVERABLES 1. **Overall Score**: Weighted average with brief summary 2. **Strengths**: 2-3 things this prompt does well 3. **Critical Issues**: 2-3 high-priority problems 4. **Rewritten Prompt**: A significantly improved version incorporating your recommendations 5. **Testing Strategy**: 3 specific test cases to validate the improved prompt Target audience for this prompt: [TARGET_AUDIENCE] Primary use case: [INTENDED_USE_CASE]
You are an expert prompt engineer with deep expertise in LLM behavior, cognitive biases, and instructional design. Your task is to conduct a comprehensive assessment of the following prompt. ## PROMPT TO ASSESS: """ [PROMPT_TO_ASSESS] """ ## ASSESSMENT FRAMEWORK Conduct your analysis across these dimensions: ### 1. CLARITY & SPECIFICITY - Is the objective unambiguous? - Are instructions concrete and actionable? - Are success criteria defined? - Score: 1-10 with justification ### 2. STRUCTURE & FLOW - Is there logical progression? - Are sections properly delineated? - Is information hierarchy clear? - Score: 1-10 with justification ### 3. CONTEXT & CONSTRAINTS - Is relevant background provided? - Are constraints (length, tone, format) explicit? - Are edge cases anticipated? - Score: 1-10 with justification ### 4. BIAS & SAFETY - Could this prompt induce hallucination? - Are there embedded assumptions that skew output? - Could it generate harmful or non-compliant content? - Score: 1-10 with justification ### 5. OPTIMIZATION POTENTIAL - What prompt engineering techniques are unused? (chain-of-thought, few-shot, role assignment, output formatting) - What would make this prompt more robust? ## DELIVERABLES 1. **Overall Score**: Weighted average with brief summary 2. **Strengths**: 2-3 things this prompt does well 3. **Critical Issues**: 2-3 high-priority problems 4. **Rewritten Prompt**: A significantly improved version incorporating your recommendations 5. **Testing Strategy**: 3 specific test cases to validate the improved prompt Target audience for this prompt: [TARGET_AUDIENCE] Primary use case: [INTENDED_USE_CASE]
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