TF-IDF / Word Frequency Analyzer

Rank the terms that make your content distinctive. TF-IDF weights each term's frequency (TF) against how common it is in general English (IDF from a reference corpus) — filler drops out and your real topics rise. Supports 1–4-word phrases.

Phrase length

Using the TF-IDF / Word Frequency Analyzer

The TF-IDF / Word Frequency Analyzer runs directly against a live URL or your own pasted content — no signup, no install. Results come back in seconds as a prioritized, plain-English list rather than a raw score, so you know exactly what to fix first and why it matters. It's a focused, single-purpose check, built to answer this one question quickly rather than replace a full content quality audit.

  1. 1Paste in your URL, text, or data — no signup required.
  2. 2The tool runs its analysis and returns results in seconds.
  3. 3Review the flagged issues, ranked by severity, with a plain-English explanation of each.
  4. 4Fix the highest-priority items first, then re-run to confirm.

Google's helpful-content systems and AI answer engines both penalize the same thing: content that's thin, generic, or written to game a metric instead of answer a real question. Quality signals are measurable, and worth checking before publishing, not after rankings drop.

Keep going

AI-Friendly & Human-Readable Content Writing

Content structured for machines to quote and humans to finish.

For AI readers