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Content Humanizer: 7 Principles + Scoring

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Seven editing principles to make AI-generated content sound human: specificity, personality injection, corporate-speak removal, sentence variation, conversational devices, and actionable lists. Includes composite scoring formula.

humanizingvoicewriting-qualityai-detection
Agent trigger phrases: humanize content · make content sound human · remove ai writing · content sounds robotic · add personality to content · pass ai detector

Content Humanizer: 7 Principles + Scoring

Run after /content-scrubber. Load brand docs before applying if voice-matching a specific client.

5-Step Analysis First

Run in order before editing:

  1. Humanity Check — Does it sound like a real person? Are there opinions, takes, personal observations?
  2. Readability — Sentence length variation? Paragraph max 4 sentences?
  3. Personality/Voice — Detectable POV? Tone matches brand?
  4. Specificity/Examples — Claims backed by specific numbers, names, scenarios?
  5. Engagement/Flow — Does the opening compel reading past line 3?

Robotic vs Human Signals

| Robotic Red Flags | Human Green Flags | |---|---| | "In today's fast-paced world..." | Opens with specific scenario or provocative claim | | "It's important to note that..." | Direct statement — just say the thing | | "Furthermore," / "Moreover," | "Also." / "Here's the thing." / "And." | | Lists of 10+ generic tips | 3-5 tips with real examples | | Every paragraph same length | Rhythm varies — one line paragraphs exist | | No opinions, just facts | "In my experience..." / "Most people get this wrong." | | Benefit-free CTAs ("Learn more") | Outcome-driven CTAs ("Get your first result in 24 hours") | | Generic examples ("a business owner") | Specific examples ("a 12-person SaaS team") |


7 Editing Principles

1. Show, Don't Tell

Before: "Our product is incredibly effective at boosting productivity." After: "Teams using this cut their weekly reporting time from 4 hours to 40 minutes — in week one."

2. Inject Personality

Add opinions, admits, and takes. Replace hedge-language with conviction. Before: "There are various approaches you might consider." After: "Most people try X first. It works, but it's slow. Here's the faster path."

3. Kill Corporate Speak

Ban: leverage, utilize, synergy, robust, holistic, seamless, cutting-edge, best-in-class, game-changing. Replace with plain Anglo-Saxon equivalents.

4. Add Specific Details

Every major point needs a specific anchor: a number, a name, a scenario, a timeframe.

Quality spectrum:

  • Vague: "Our customers see results."
  • Generic: "Customers report improved productivity."
  • Specific: "87% of customers report saving 5+ hours per week."
  • Compelling: "Sarah, a 3-person agency owner, cut her proposal time from 2 hours to 18 minutes."

5. Vary Sentence Structure

Short. Punchy. Then a longer one that builds context and earns the period. Then a question — why not? One-word sentences exist. So do fragments.

6. Use Conversational Devices

  • Direct reader address: "You already know this, but..."
  • Rhetorical questions: "Sound familiar?"
  • Admissions: "Here's what most guides won't tell you."
  • Callbacks: Reference something mentioned earlier.

7. Make Lists Actionable

Every bullet must complete a task or give a specific insight. No orphan bullets that just name a concept without explaining it.


Engagement Requirements

  • Hook types (one per article): Provocative claim, surprising stat, relatable pain point, counter-intuitive take, or specific scenario
  • Mini-stories: 2-3 per article minimum — named character, situation, outcome
  • CTA distribution: Soft CTA mid-article, hard CTA at close
  • Paragraph max: 4 sentences

Composite Score Formula

| Dimension | Weight | |---|---| | Humanity | 30% | | Specificity | 25% | | Structure balance | 20% | | SEO | 15% | | Readability | 10% |

Pass threshold: ≥ 70 composite score

(humanity × 0.30) + (specificity × 0.25) + (structure_balance × 0.20) + (seo × 0.15) + (readability × 0.10)


Self-Check Before Submitting

  • [ ] Would I stop scrolling to read this?
  • [ ] Can I identify whose voice this is?
  • [ ] Is every major claim supported by something specific?
  • [ ] Are there at least 2 moments where a human personality is visible?
  • [ ] Would this pass a "did a real person write this?" gut check?

Red Lines

  • No fabricated statistics
  • No false testimonials or invented names presented as real
  • Never strip accurate information to sound simpler

#content-sop #humanizing #voice