Use cases

• Paste writing samples you like plus words or phrases you want AI to avoid.
• Add the audience and the long-term response effect you want to preserve.
• Copy a compact style protocol for future AI chats, projects, or custom instructions.

Review notes

• Use this when AI keeps sounding generic, promotional, verbose, or unlike you.
• The tool does not fine-tune a model; it creates a reusable instruction layer.
• Do not save private writing samples, client names, or one-off emotional corrections as long-term style rules.

Local-first handling

This page is built as a browser utility. Inputs are processed in the page where possible, with no account requirement and no intentional upload step for the tool workflow.

Good fit

• Paste writing samples you like plus words or phrases you want AI to avoid.
• Add the audience and the long-term response effect you want to preserve.
• Copy a compact style protocol for future AI chats, projects, or custom instructions.

Before copying results

• Use this when AI keeps sounding generic, promotional, verbose, or unlike you.
• The tool does not fine-tune a model; it creates a reusable instruction layer.
• Do not save private writing samples, client names, or one-off emotional corrections as long-term style rules.

Use a stricter workflow

If the context includes production secrets, customer records, private research material, or executable scripts, redact first and use a stricter human review workflow.