How ChatGPT ignores your SEO guide: what to fix

You nailed the SEO. The guide ranks, gets shares, and drives traffic. So why does ChatGPT act like it doesn’t exist? Because LLMs clean their training data—hard. 🧹 What gets removed: • Duplicates (MinHash + shingle match) • Spammy or boilerplate-heavy structure • Non-UTF-8 encoding • Over-templated sidebars • Junky nav links or tracking URLs That means: → Your perfect tutorial could get flagged as low quality → Sidebars alone can trip deduplication → Thin pages dilute trust across your domain 📊 Inside this Mokshious guide: • Data quality benchmarks (dup rate, quality score, boilerplate ratio) • Tools like SimHash, readability-lxml, OpenAI embeddings • How to audit, refactor, and redeploy for max inclusion Plus, tips for surfacing in mC4, C4, FineWeb, and RefinedWeb. AI may not read everything—but it does follow rules. Write to be remembered. Guide → https://www.rfr.bz/lcbb0e8

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Some of your best work is invisible to LLMs. Not because it’s bad because it’s filtered. This post walks through: → Common Crawl cleaning → Dataset inclusion thresholds → Fixes for duplication, boilerplate, and encoding https://www.rfr.bz/l01d0c1

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