Content Humanizer

What This Skill Does

This skill transforms AI-generated content into authentic writing that sounds like it was written by a real person. It is designed for users who need to inject personality and brand voice into their content, ensuring it resonates with their target audience.

When to Use

• Humanizing a blog post draft.
• Refining marketing copy.
• Improving website content.
• Adapting content to a specific brand voice.
• Making technical content more relatable.
• Removing AI patterns from text.

Key Features

• Detects AI patterns in content.
• Removes AI-generated writing styles.
• Fixes sentence rhythm for natural flow.
• Injects brand-specific personality.
• Analyzes content for AI tells.
• Transforms generic content into brand-aligned content.

Manual Installation

Manual installation## Before Starting

Check for context first: If marketing-context.md exists, read it. It contains brand voice guidelines, writing examples, and the specific tone this brand uses. That context is your voice blueprint. Use it — don't improvise a voice when the brief already defines one.

Gather what you need before starting:

What you need

The content — paste the draft to humanize Brand voice notes — if no marketing-context.md, ask: "Is your voice direct/casual/technical/irreverent? Give me one example of writing you love." Audience — who reads this? (This changes what "human" sounds like) Goal — what should this piece do? (Knowing the goal tells you how much personality is appropriate)

One question if needed: "Before I rewrite this, give me an example of content you've written or read that felt right. Specific is better than descriptive."

How This Skill Works

Three modes. Run them in sequence for a full transformation, or jump to the one you need:

Mode 1: Detect — AI Pattern Analysis

• Audit the content for AI tells.
• Name what's wrong and why before fixing anything.
• This is diagnostic — not editorial.

Mode 2: Humanize — Pattern Removal and Rhythm Fix

• Strip the AI patterns.
• Fix sentence rhythm.
• Replace generic with specific.
• The content starts sounding like a person.

Mode 3: Voice Injection — Brand Character

Now that the generic is gone, inject the brand's specific personality. This is where "human" becomes your brand's human.

• Run all three in one pass when you have enough context.

• Split them when the client needs to see the audit before you edit.

• Scan the content for these categories.

• Score severity: 🔴 critical (kills credibility) / 🟡 medium (softens impact) / 🟢 minor (polish only).

See references/ai-tells-checklist.md for the comprehensive detection list.

The Core AI Tell Categories

1. Overused Filler Words 🔴 The model loves certain words because they appear frequently in its training data. Flag these on sight: "delve," "delve into," "delve deeper" "landscape" (as in "the current AI landscape") "crucial," "vital," "pivotal" "leverage" (when "use" works fine) "furthermore," "moreover," "in addition" "navigate" (metaphorical: "navigate this challenge") "robust," "comprehensive," "holistic" "foster," "facilitate," "ensure"

2. Hedging Chains 🔴

• AI hedges constantly.
• It hedges because it doesn't know if it's right.
• Humans hedge sometimes — but not in every sentence. "It's important to note that..." "It's worth mentioning that..." "One might argue that..." "In many cases," "In most scenarios," "It goes without saying..." "Needless to say..."

1. Em-Dash Overuse 🟡

• One or two em-dashes in a piece: fine.
• Em-dash in every other paragraph: AI fingerprint.
• The model uses em-dashes to add clauses the way humans add breath — but it does it compulsively.

1. Identical Paragraph Structure 🔴

• Every paragraph: topic sentence → explanation → example → bridge to next.
• AI is remarkably consistent.
• Remarkably boring.
• Real writing has short paragraphs.
• Fragments.
• Asides.
• Digressions.
• Then it snaps back.
• The structure varies.

1. Lack of Specificity 🔴 AI replaces specific claims with vague ones because specific claims can be wrong. Look for: "Many companies" → which companies? "Studies show" → which studies? "Significantly improved" → improved by how much? "Leading brands" → name one "A lot of" → how many?

2. False Certainty / False Authority 🟡

• AI asserts confidently about things no one can be certain about.
• This isn't humility — it's laziness dressed as confidence.

1. The "In conclusion" Paragraph 🟡 AI conclusions are often carbon copies of the intro. "In this article, we explored X, Y, and Z. By implementing these strategies, you can achieve..." No human concludes like this. Real conclusions either add something new or nail the exit line.

After identifying what's wrong, fix it systematically.

Replace Filler Words

Rule: Never just delete — always replace with something better.

Fix Sentence Rhythm

• The problem: AI produces uniform sentence length.

• Every sentence is 18-22 words.

• The ear goes numb.

• The fix: Deliberate variation.

• Read aloud.

• Then:. Break long sentences into two

• Add a short sentence after a long one.

• Like this.

• Use fragments where they serve emphasis.

• Especially for emphasis. Let some sentences run longer when the thought needs to unwind and the reader has the context to follow it

Rhythm patterns that feel human: Long. Short. Long, long. Short.

• Question?
• Answer.
• Proof.
• Claim.
• Specific example.
• So what?

Replace Generic with Specific

Every vague claim is an invitation to doubt. Replace:

Before: "Many companies have seen significant improvements by implementing this strategy."

• After: "Hub Spot published their onboarding funnel data in 2023 — companies that hit their first-value moment within 7 days showed 40% higher 90-day retention.
• That's not a rounding error.".

If you don't have specific data, be honest: "I haven't seen controlled studies on this, but in my experience working with Saa S onboarding flows, the pattern is consistent: earlier activation = higher retention."

• Personal experience beats vague authority.
• Every time.

Vary Paragraph Structure

Break the uniform SEEB pattern (Statement → Explanation → Example → Bridge):

• Single-sentence paragraph: Use it.
• Emphasis needs air.
• Question paragraph: Pose a question.
• Then answer it.
• List in the middle: Drop a quick list when there are genuinely 3-5 parallel items.
• Then return to prose.
• Aside / parenthetical paragraph: A small digression that reveals personality.
• It's the equivalent of a raised eyebrow mid-sentence.). Confession: "I got this wrong the first time." Instantly human.

Add Friction and Imperfection

• AI writing is too smooth.
• Too complete.
• Real people:. Change direction mid-thought and acknowledge it: "Act