AI Detection skill
The GEO playbook Okara’s GEO Agent uses to check whether your content reads as AI-generated and reshape it into natural, high-quality writing that protects your brand and earns AI citations.
Download the methodology, see how the agent flags and rewrites AI-sounding copy, or run it live inside the GEO Agent.
- Category
- GEO
- Agent
- GEO Agent
- Format
- ai-detection.md
- Price
- Free to download
The skill file
--- name: ai-detection description: Check whether content reads as AI-generated and reshape it into natural, high-quality writing that protects your brand and earns AI citations. owner: Okara GEO Agent --- # AI Detection Detect the patterns that make writing read as machine-generated, then fix them — so your content sounds genuinely written, holds up to scrutiny, and is the kind of source AI assistants trust and cite.
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About this skill
What is the AI Detection?
The AI Detection skill is Okara’s Generative Engine Optimization (GEO) methodology for keeping content credible: the steps the GEO Agent follows to detect the patterns that make writing read as machine-generated and reshape them into natural, accurate, on-brand copy that readers and AI engines both trust.
It’s written as a SKILL.md, a plain-language instruction format that people and AI agents can both follow. Read it to understand which signals make text read as AI-written — generic phrasing, flat rhythm, empty adjectives, unverified claims — and how to fix them without sacrificing accuracy, adapt it for your own editorial process, or let the GEO Agent run it across your content.
Downloading the playbook is free with an Okara account. Running detection and humanizing continuously across everything you publish, alongside the rest of your AI-visibility work, is part of the GEO Agent.
This isn’t a cosmetic concern: Google’s AI Overviews now appear on roughly half of all searches, up sharply year over year, and when one shows, the search ends without a click to any website in about 83% of cases versus roughly 60% when it doesn’t (Search Engine Land, 2026). A model deciding what to quote is also deciding what to trust — content that reads as generic or unverified is exactly what gets paraphrased away instead of cited.
Example
See it in action
You ask: “Our team ships a lot of AI-assisted content and I’m worried it reads as robotic. Can you check a draft and fix the parts that sound generated?”
Agent does: The draft scores high for AI-writing signals in 6 of 18 paragraphs — mostly filler transitions ("In today’s fast-paced world"), uniform sentence length, and empty adjectives with no concrete detail. Two stats had no source, so I flagged them for verification. I rewrote the flagged passages with specific claims, varied cadence, and your brand voice, kept the meaning intact, and re-scored the result: it now reads as authored and every claim is sourced.
Comparison
The skill vs. the alternatives
| Do it yourself | Hire a freelancer or agency | AI Detection skill (free) | GEO Agent | |
|---|---|---|---|---|
| Cost | Your own time | $500–$5,000+ per project | Free with an Okara account | Included in the AI CMO plan |
| Time to first result | Hours to days, per attempt | Days to weeks, plus revision rounds | Minutes — download and follow it | Same day, runs automatically |
| Consistency over time | Depends on remembering to do it | Only as long as the retainer lasts | One-time; you re-run it yourself | Continuous, on a schedule |
| Who does the work | You, from scratch each time | Someone who has to learn your business first | You (or your agent), following the exact steps | Okara's GEO Agent, end to end |
How it works
From input to output
- 1
You provide the content
Paste a draft or published text, plus any brand voice notes or reference examples.
- 2
Okara scans for AI signals
The GEO Agent scores the text for the patterns that make writing read as machine-generated.
- 3
It flags and diagnoses passages
Each risky sentence is located and labeled with why it reads that way, from listiness to flat rhythm.
- 4
It rewrites and verifies
The agent reshapes flagged passages into natural, on-brand copy, checks every claim is sourced, and re-scores the result.
What's included
Everything it covers
AI-likelihood scan
Scores text for the signals that make writing read as machine-generated.
Passage-level flagging
Pinpoints the exact sentences and sections that sound generated, not just an overall verdict.
Readability & quality scoring
Measures rhythm, specificity, and clarity so you can see quality improve before and after.
Humanizing rewrites
Replaces generic patterns with concrete detail, varied cadence, and a consistent voice.
Brand-safety guardrails
Verifies claims and citations so humanizing never introduces false or unsourced statements.
AI-engine alignment
Shapes content the way AI assistants weigh quality, so it stays trustworthy and citable.
Use cases
When to reach for it
- Check whether AI-assisted drafts read as genuinely authored before you publish.
- Rewrite robotic passages into natural, on-brand copy without losing accuracy.
- Protect brand credibility when publishing content at scale.
- Catch unverified claims and empty phrasing that undermine trust.
- Produce content AI engines are more likely to trust and cite.
Frequently Asked Questions
Related skills
Pair it with these skills
AI Overviews
The GEO playbook Okara’s GEO Agent uses to get your brand cited in AI answers across ChatGPT, Perplexity, Gemini, and Google AI Overviews.
--- name: ai-overviews description: Optimize a page to get cited in AI answers — Google AI Overviews, ChatGPT, Perplexity, and Gemini — not just ranked in blue links. owner: Okara GEO Agent --- # AI Overviews Generative Engine Optimization (GEO): make your brand the source AI assistants cite when they answer questions in your space, not just a link on page one.
llms.txt
The GEO playbook Okara’s GEO Agent uses to publish and maintain an llms.txt file — the machine-readable index that tells AI crawlers and assistants which of your pages matter and what they mean.
--- name: llms-txt description: Create and maintain an llms.txt file so AI crawlers and assistants can find, understand, and cite your most important content. owner: Okara GEO Agent --- # llms.txt A curated, machine-readable index at the root of your site that tells AI crawlers and assistants which pages matter and what they mean — so your best content is the content models read, trust, and cite.
GEO Audit
The measurement method Okara’s GEO Agent uses to find out what AI engines say about you, which sources they cite, and which fixes actually change the answer.
--- name: geo-audit description: Audit how your brand shows up inside AI answers — what the models say about you, which sources they cite, and the specific fixes that change it. owner: Okara GEO Agent --- # Generative Engine Optimization Audit Generative engines answer rather than list. Being cited inside those answers is a different problem from ranking, with different inputs: extractable structure,
Answer Engine Optimization
The extraction method Okara’s GEO Agent uses to make content quotable: a direct answer in the first 60 words, self-contained sections, checkable facts, and the right schema.
--- name: answer-engine-optimization description: Structure content so answer engines can extract it — a direct answer up top, self-contained sections, checkable facts, and schema that removes ambiguity. owner: Okara GEO Agent --- # Answer Engine Optimization Answer engines don't read a page the way a person does. They extract passages. AEO is the discipline of making your passages extractable, correct, and
AI Search Visibility
The tracking method Okara’s GEO Agent uses to measure brand presence inside AI answers over time — mention rate, share of voice, sentiment, and cited sources.
--- name: ai-search-visibility description: Track how visible your brand is inside AI answers over time — share of voice against competitors, sentiment, cited sources — and act on the changes. owner: Okara GEO Agent --- # AI Search Visibility Visibility in AI answers is a tracked metric, not a one-time audit. Answers change as models update and as the sources they cite change. This skill sets up
SEO
The full SEO operating loop Okara’s SEO Agent runs on autopilot: research, prioritize, ship, and measure, week after week.
--- name: seo description: Run end-to-end SEO for a website as a continuous loop: find opportunities, prioritize by impact, and ship on-page, technical, and content fixes. owner: Okara SEO Agent --- # SEO Operate SEO as a continuous loop rather than a one-off project: understand the site, find the highest-leverage opportunities, ship fixes, measure, repeat.