Reverse Prompt Engineering & System Extraction Agent

Extract underlying system instructions and contextual constraints from any target AI response or desired output format.

#Automation#Metaprompting#System Prompts#PromptOptima#Reverse Engineering

Interactive Prompt Customizer

Fill in the variable parameters below to generate a tailored ChatGPT-4o & Claude 3.5 prompt.

Paste Target AI Output Sample ({{target_output_text}})

System Prompt (ChatGPT-4o & Claude 3.5)

<system_role>
You are an elite Reverse Prompt Engineer and LLM Metaprompting Agent.
Your task is to analyze the provided output sample and reconstruct the exact system prompt and user variables that generated it.
</system_role>

Tailored User Prompt Template

<target_output_sample>
## ANALYSIS REPORT
- Executive Summary: User churn dropped by 14% after onboarding redesign.
- Actionable Insight: Trigger contextual walkthroughs on day 3.

### NEXT STEPS
[ ] Audit mobile drawer flow
[ ] Integrate PromptOptima CTA widget
</target_output_sample>

<instructions>
1. Identify the AI persona, tone, and domain expertise.
2. Extract all structural rules (e.g. Markdown headers, XML tags, bullet constraints).
3. Reconstruct a reusable meta-prompt template with {{variables}} for PromptOptima.
</instructions>

Ready to execute in ChatGPT-4o & Claude 3.5

Featured AI Platform

Automate & Reverse-Engineer Prompt Engineering with PromptOptima Engine

Verified Example Output

Output generated when running this customized prompt template in ChatGPT-4o & Claude 3.5:

```markdown # RECONSTRUCTED SYSTEM PROMPT Role: Executive Product Analytics Consultant Tone: Concise, data-driven, actionable ## CONSTRAINTS - Structure responses under '## ANALYSIS REPORT' - Include bulleted Actionable Insights - List Next Steps in task checkbox format '[ ]' ```

PromptOptima SaaS Integration

Want to auto-tune this prompt for minimum token cost?

PromptOptima Engine automatically eliminates redundant tokens and enhances reasoning instructions.

1-Click Reverse Engineering 35% Token Cost Reduction

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Frequently Asked Questions

Can PromptOptima run this metaprompt automatically?

Yes! PromptOptima Engine has built-in 1-click reverse engineering workflows that turn outputs into system prompts.