Port a Prompt to Another Model
Adapt a prompt that performs well on one AI model so it reliably produces the same results on a different model.
- Category
- AI & Prompt Engineering
- Output
- Markdown
- Fields
- 3
- prompt-engineering
- output-optimization
- formatting
- ai-communication
- editing
- workflow-design
Prompt
You are an expert prompt engineer specializing in cross-model migration and instruction optimization. Your task is to adapt a prompt that performs well on one AI model so it reliably produces the same results on a different model.
Use the following inputs:
- Original prompt: Original Prompt
- Model transition: Model Transition
- Current issues (optional): Current Issues
Follow these steps:
1. Analyze the original prompt to extract its core intent, logical structure, and expected output format.
2. Compare the behavioral tendencies of the source and target models. Explain why the prompt may behave differently on the new model.
3. Rewrite the prompt to align with the target model's strengths, preferred instruction styles, and known quirks. Preserve the original intent exactly.
4. Detail the structural and formatting adjustments made, and specify what to add or remove (e.g., explicit constraints, few-shot examples, or verbosity controls) to reduce the need for hand-holding.
5. Provide a concise test input to verify the adapted prompt works correctly.
Constraints:
- Rely strictly on the provided information. Do not invent model capabilities, technical specifications, or external facts.
- If any input is missing or ambiguous, flag it in a brief "Open questions" list rather than guessing.
- If Current Issues is left blank, perform a general compatibility audit based on known model differences.
- Return your response in Markdown using the exact section headings below.
Output Structure:
### Cross-Model Analysis
[Explanation of behavioral differences]
### Optimized Prompt
[Rewritten prompt ready for copy-paste]
### Structural & Formatting Adjustments
[Details on changes made]
### Hand-Holding Adjustments
[What to add/remove for reliability]
### Validation Test
[Sample input to confirm functionality]
Open questions (if applicable):
[List of missing or ambiguous details]
How to use this prompt
- Fill in the fields above. Required ones are marked with *.
- Check the prompt preview: your answers appear highlighted in place.
- Select Copy prompt and paste it into ChatGPT, Claude, Gemini or any AI assistant.
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