GPTDirective compression
Original
"Explain machine learning and include some examples if possible. Make it easy to understand."
Optimized for GPT
"Explain machine learning with concrete examples. Keep explanations accessible to a general audience."
PromptLeak
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PromptLeak analyzes vague instructions, weak structure, and inefficiencies — then rewrites prompts specifically for GPT, Claude, DeepSeek, Gemini, Mistral and more.
GPTdirective compression
Claudenatural flow
DeepSeekaggressive density
Geminicontextual structure
Mistralminimal intervention
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Same prompt. Different model. Different rewrite.
Your prompt changes depending on which AI model you use.
ClaudeNatural flow
Original
"Explain machine learning and include some examples if possible. Make it easy to understand."
Optimized for Claude
"Can you explain machine learning and share a few examples where it applies? Please keep it easy to follow and conversational."
DeepSeekAggressive density
Original
"Explain machine learning and include some examples if possible. Make it easy to understand."
Optimized for DeepSeek
"Explain ML with examples. Accessible to general audience."
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Prompt optimization, per model.
01
Paste your prompt
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02
See how each model rewrites it
Watch GPT tighten directives, Claude preserve flow, DeepSeek compress aggressively, and more
03
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44%
Average token reduction
$0.08
Avg cost saved per call
100%
Private-nothing stored
2.4s
Average analysis time
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