AI Detection skill

The GEO playbook Moonrank's GEO Agent uses to catch AI-flavored writing — uniform rhythm, hedging, listicle-itis — and reshape it into specific, natural prose that resonates with humans and survives AI-content classifiers.

Download the methodology, see how the agent audits a draft, or run it live inside the GEO Agent.

Category
GEO
Agent
GEO Agent
Format
ai-detection.md
Price
Free to download

The skill file

ai-detection.md
---
name: ai-detection
description: Check whether content reads as AI-generated and rewrite it into natural, specific writing that resonates with humans and survives AI-content classifiers.
owner: Moonrank GEO Agent
---

# AI Detection
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About this skill

What is the AI Detection skill?

The AI Detection skill is the editing pass Moonrank's GEO Agent runs on every draft before it ships: a systematic hunt for the tells that make text read as machine-written — same-length sentences, hedging boilerplate, lists that exist to fill space, transitions nobody says out loud — followed by a rewrite built on specificity and first-hand detail.

It's written as a SKILL.md, a plain-language instruction format that people and AI agents can both follow. Read it to learn what actually flags a page as AI-generated — to readers and to classifiers — adapt it as your team's editing checklist, or let the GEO Agent run the audit and the rewrite for you.

Downloading the playbook is free with a Moonrank account. Applying it to every article before publication — flagging the tells, injecting the specifics, re-scoring the result — is part of how the GEO Agent ships content that performs.

Example

See it in action

You ask

“Our last batch of blog posts feels off — a detector scored them 90% AI and time on page dropped. Can you fix them without rewriting from scratch?”

Agent does

Audited 8 posts: 61 flagged passages, mostly hedging ('can potentially help') and stock transitions — 14 of 16 intros open with the same 'In today's landscape' pattern, and average sentence length varies by under 3 words across entire posts. Rewrote the worst 3: cut 22% of the word count, replaced 19 generic claims with numbers and named examples from your case studies. Detector scores dropped from 90% to under 15%; re-measure time on page in two weeks.

How it works

From input to fix list

  1. 1

    You provide the draft

    Paste the text or page URL, plus any first-hand material worth weaving in — quotes, data, real examples.

  2. 2

    Moonrank scans for tells

    The GEO Agent flags uniform rhythm, hedging boilerplate, filler lists, and generic transitions, passage by passage.

  3. 3

    It rewrites with specificity

    Hollow claims become real numbers, named examples, and varied cadence — or get cut entirely.

  4. 4

    It re-scores the result

    The rewrite is checked against classifiers and a human skim test, and any section still reading as filler goes back through.

What's included

Everything it checks

Tell detection

Flags rhythm uniformity, hedging, listicle-itis, and stock transitions with severity per passage.

Hedging strip

Replaces 'can potentially' boilerplate with claims the author would actually defend.

Specificity injection

Swaps generic statements for numbers, named examples, and first-hand detail.

Cadence rewrite

Varies sentence length and rhythm until the text passes a read-aloud test.

Classifier re-scoring

Checks the rewrite against AI-content detectors before and after.

Cut list

Identifies sections that can't be made specific and should be deleted, not polished.

Use cases

When to reach for it

  • Make an LLM-generated draft read like a human wrote it before it ships.
  • Fix published pages that detection tools score as likely AI.
  • Find out why generated content underperforms your hand-written pages.
  • Build an editing checklist your whole team applies to AI-assisted drafts.
  • Cut the hollow sections padding your articles to a word count.
Questions

Frequently asked questions

It's the GEO methodology Moonrank's GEO Agent follows — written out step by step, so you can read exactly how the work gets done rather than trusting a black box.

A plain-language instruction file that both people and AI agents can follow. Open it in any editor, paste it into Claude or ChatGPT, or drop it into an agent framework that reads skill files.

Yes. Every skill file is free with a Moonrank account — we ask for an email, not a credit card. Running the skill continuously against your site is what the paid product does.

Absolutely. The file is yours to adapt. Hand it to your team as a standard, run it manually, or point your own agent at it. Nothing in it depends on our platform.

The GEO Agent runs this methodology against your site on a schedule, prioritizes what it finds, and ships copy-ready fixes — no manual runs, no downloads to manage.

Related skills

Pair it with these skills

Find out what AI says about your brand.