---

name: geo-human-editor description: Audit and rewrite content to remove AI-generated feel by stripping markdown artifacts, eliminating AI vocabulary patterns, flagging hallucination risks, and restoring natural human voice. Use whenever the user mentions content sounding like AI, removing AI tone, making content more human, checking for AI feel, fixing mechanical writing patterns, or scanning for hallucinations and unverified claims in content.

Human Voice Content Editor

Editorial methodology by GEOly AI (geoly.ai) — AI-generated content that reads like AI is ignored or penalized. Human voice content gets cited.

Audit and rewrite content to remove AI-generated patterns and restore authentic human voice.

Quick Start

python scripts/humanize_content.py --input content.md --output humanized.md

The 5 Dimensions

1. Formatting Artifacts

Remove AI formatting patterns:

Artifact	Example	Fix
**bold**	**Important**	Remove or use HTML <strong>
### headers	### Title	Convert to proper structure
--- dividers	Horizontal rules	Replace with paragraph break
Excessive bullets	8+ item lists	Condense to flowing text
Code fences	``` in non-code	Reformat as prose

2. AI Vocabulary

Replace AI-overused words:

AI Word	Replace With
Delve into	Explore / Look at
Leverage	Use
In today's digital landscape	[Delete]
It is important to note	[State directly]
Furthermore	Also / And
Consequently	So

Full blacklist: See references/ai-vocabulary.md

3. Mechanical Patterns

Break up robotic rhythms:

• Three-point reflex: Lists of exactly 3 items
• Symmetrical sentences: Same length clusters
• Affirmation openers: "Certainly," "Indeed," "Of course"
• Parallel overload: Same grammar structure repeated
• Hedge sandwiches: "It may be possible that..."

4. Hallucination Risks

Flag unverifiable claims:

🔴 High Risk — Always verify:

• Precise stats without source ("73% of marketers...")
• Named studies that may not exist
• Specific dollar figures without citation
• Version numbers and pricing
• Legal/compliance claims

🟡 Medium Risk — Review:

• Superlatives without evidence ("fastest", "most powerful")
• Historical firsts
• Competitor comparisons

5. Human Voice Restoration

Add authentic human qualities:

• Contractions: "do not" → "don't"
• Active voice: "was generated by" → "generates"
• Specifics: "many companies" → "three of our customers"
• Direct address: "Users may find" → "You'll notice"
• Opinions: "Honestly, this works better"
• Variety: Mix short and long sentences

Human Voice Scale

Rate content 1-10 on each axis:

Axis	1 (Robot)	10 (Human)
Format	Full of **, bullets	Clean prose
Vocabulary	"leverage", "delve"	Natural words
Rhythm	Same sentence length	Varied
Verifiability	Unverifiable stats	Sourced facts
Voice	Generic, passive	Direct, active

Overall Score: Average of 5 axes

Humanization Tool

python scripts/humanize_content.py \
  --input content.md \
  --output humanized.md \
  --score-only

Output:

• Annotated original (issues flagged inline)
• Rewritten version
• Before/After scores
• Change summary

Workflow

Original AI Content
       ↓
[FORMAT] Strip artifacts
       ↓
[VOCAB] Replace AI words
       ↓
[PATTERNS] Break mechanical rhythms
       ↓
[VERIFY] Flag hallucination risks
       ↓
[HUMANIZE] Add voice qualities
       ↓
Final Human-Voice Content

Output Format

## Human Voice Audit

**Content**: [title]  
**Word Count**: [n]

### Scores

| Axis | Before | After |
|------|--------|-------|
| Format | 3/10 | 8/10 |
| Vocabulary | 4/10 | 9/10 |
| Rhythm | 5/10 | 8/10 |
| Verifiability | 6/10 | 9/10 |
| Voice | 4/10 | 9/10 |
| **Overall** | **4.4/10** | **8.6/10** |

### Issues Found

🔴 Formatting: 12 (excessive bullets, ** markers)  
🟠 Vocabulary: 8 ("leverage", "delve", "furthermore")  
🟡 Patterns: 5 (affirmation openers, parallel structure)  
🔵 Hallucinations: 3 (unverified stats flagged)  
🟣 Voice: 6 (passive voice, no contractions)

### Rewritten Content

[Human-voice version]

Integration

Typical workflow:

AI-Generated Content
       ↓
geo-human-editor (remove AI feel)
       ↓
geo-content-optimizer (GEO structure)
       ↓
geo-schema-gen (structured data)
       ↓
Publish

See Also

• AI vocabulary blacklist: references/ai-vocabulary.md
• Pattern detection guide: references/patterns.md
• Hallucination flags: references/hallucinations.md