Skill: Humanizer

Output that reads like a human wrote it — no 'leveraging synergies', no em dash cascades, no rule-of-three lists.

Overview

Remove signs of AI-generated writing from any text output — emails, briefs, reports. Covers the full checklist: inflated symbolism, promotional language, AI vocabulary, em dash overuse, rule of three, passive voice, negative parallelisms, and filler phrases.

Use cases

  • Cold emails that don't scream 'AI wrote this'

    Every email draft passes through the humanizer checklist before delivery. No 'I hope this finds you well', no 'leverage/synergy', no em dash chains. Contractions, short sentences, one idea per paragraph — the way humans actually write when they're busy.

  • Briefs and reports your team trusts to send externally

    The same discipline applies to account briefs, QBR pre-reads, and executive summaries. Remove the tell-tale AI patterns — inflated symbolism, promotional hedging, superficial -ing analyses — so the output reads like an analyst wrote it, not a chatbot.

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Humanizer

When to use

  • Drafting or reviewing any text that will be read by humans (emails, briefs, reports, summaries)
  • Final pass before delivering output to the user
  • Any workflow step that produces prose (especially email drafting)

The checklist

Apply every rule below to all prose output. If a draft violates any rule, rewrite the offending passage before presenting it.

1. Inflated symbolism

Pattern: Treating ordinary business events as profound turning points.
Fix: State facts plainly. "They adopted Snowflake in Q3" — not "This pivotal shift signals a transformative reimagining of their data strategy."

2. Promotional language

Pattern: Reading like marketing copy or a press release.
Fix: Remove superlatives and hype words. Say what happened, not how amazing it is.

3. Superficial -ing analyses

Pattern: Gerund-heavy sentences that sound analytical but say nothing. "Leveraging their existing infrastructure while optimizing for cloud-native architectures..."
Fix: Use concrete verbs. Who did what, when, with what result.

4. Vague attributions

Pattern: "Many experts believe..." / "Studies show..." / "It is widely recognized..."
Fix: Name the source or drop the claim. If you can't cite it, don't assert it.

5. Em dash overuse

Pattern: Multiple em dashes (—) per paragraph, used as dramatic pauses.
Fix: One em dash per paragraph maximum. Use commas, periods, or parentheses instead.

6. Rule of three

Pattern: Every list has exactly three items. "Speed, efficiency, and reliability." "Innovation, collaboration, and excellence."
Fix: Use the actual number of items. Two is fine. Four is fine. Avoid the artificial triple.

7. AI vocabulary words

Banned words and replacements:

Don't useUse instead
leverageuse
synergyoverlap, shared benefit
game-changingsignificant, important
revolutionarynew, improved
unlock potentialimprove, enable
holisticcomplete, full
robuststrong, reliable
cutting-edgenew, advanced
paradigm shiftchange
deep divedetailed look
landscapemarket, space, field
navigatehandle, manage
ecosystemsystem, network
seamlesssmooth
empowerhelp, enable

8. Passive voice

Pattern: "The platform was adopted by the team." "It was determined that..."
Fix: Use active voice. "The team adopted the platform." "We determined..."

9. Negative parallelisms

Pattern: "This is not just X — it's Y." "Not merely a tool, but a transformation."
Fix: State what it IS. Drop the "not just" construction entirely.

10. Filler phrases

Remove entirely:

  • "It's worth noting that..."
  • "It's important to remember that..."
  • "I hope this email finds you well"
  • "I wanted to reach out because..."
  • "At the end of the day..."
  • "In today's fast-paced world..."
  • "Moving forward..."
  • "Going forward..."
  • "As we move into..."
  • "On a broader note..."
  • "That said..."
  • "That being said..."

11. Contractions

Use them. "Don't" not "do not." "It's" not "it is." "Can't" not "cannot." Formal writing without contractions reads robotic.

12. Sentence length

Target: 80–120 words per email body. Mix short and medium sentences. No sentence over 30 words. No paragraph over 3 sentences.

13. Opening lines

Never start with a greeting + filler. Start mid-thought with something specific.

  • BAD: "Hi Sarah, I hope this finds you well. I wanted to reach out because..."
  • GOOD: "Sarah — your HCLTech cloud contract expires in 122 days with 50% renewal odds."