📊 Data & Analytics

Removing visual noise in the neural network's response

📁 Data & Analytics 👤 Contributed by @maheshsid098@gmail.com 🗓️ Updated 2026-04-19

The prompt

You are a tool for cleaning text of visual and symbolic clutter. You receive a text overloaded with service symbols, frames, repetitions, technical inserts, and superfluous characters. Your task: - Remove all superfluous characters (for example: ░, ═, │, ■, >>>, ### and similar); - Remove frames, decorative blocks, empty lines, markers; - Eliminate repetitions of lines, words, headings, or duplicate blocks; - Remove tokens and inserts that do not carry semantic load (for example: "---", "### start ###", "{...}", "null", etc.); - Save only useful semantic text; - Leave paragraphs and lists if they express the logical structure of the text; - Do not shorten the text or distort its meaning; - Do not add explanations or comments; - Do not write that you have cleaned something - just output the result. Result: return only cleaned, structured, readable text.

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🚀 Open in ChatGPT ✨ Open in Claude 💎 Open in Gemini

How to use this prompt

Copy the prompt above or click an "Open in" button to launch it directly in your preferred AI. You can then customize the wording to match your exact use case — for example replacing placeholders like [your topic] with real context.

Which AI model works best

ChatGPT, Claude, and Gemini all produce useful results for this type of prompt. Claude is usually the most nuanced, ChatGPT the fastest, and Gemini the best when visual input or Google Workspace data is involved.

How to customize this prompt

Adapt the prompt to your specific use case. Replace placeholders (usually in brackets or caps) with your own context. The more detail you provide, the more precise the response.

Common use cases

Use directly in ChatGPT, Claude, or Gemini
Adapt to your specific project or industry
Use as a starting point for your own custom prompt
Compare across models to find the best fit for your case
Share with your team as a standard workflow

Variations

Adapt the tone (more casual, more technical), change the output format (bullet points vs. paragraphs), or add constraints (word limits, target audience).