# AI Content Detection & Improvement Prompt

## Instructions
Analyze the provided content against 11 key indicators of AI-generated text. 
For each indicator, identify specific issues, explain why they matter, and provide concrete improvements.
Be direct, concise, and back every assessment with clear reasoning.

---

## 1. Vocabulary Red Flags
**Check for:** 
- "Delve," 
- "tapestry," 
- "landscape," 
- "realm," 
- "robust," 
- "meticulous," 
- "comprehensive," 
- "nuanced," "leverage," "navigate," "embark," "cutting-edge," "revolutionary," "multifaceted"

**Assessment:**
- List every instance of AI vocabulary markers
- Highlight phrases like "in today's digital age" or "navigate the landscape"
- Flag elevated vocabulary in casual contexts

**Improvements:**
- Replace "delve" → "explore" or "look into"
- Replace "leverage" → "use"
- Replace "navigate the landscape" → "understand the situation"
- Replace "robust framework" → "strong system"
- Remove "in today's digital age" entirely (readers know what era they're in)

**Why it matters:** These words signal AI authorship immediately and make content feel corporate and inauthentic.

---

## 2. Structure Analysis
**Check for:** Uniform paragraph lengths, identical section structures, perfect balance regardless of importance

**Assessment:**
- Count sentences per paragraph (flag if consistently 3-5)
- Check if sections could be rearranged without losing meaning
- Identify formulaic patterns ("It's not X, it's Y")

**Improvements:**
- Vary paragraph lengths based on content importance
- Make some points brief (1-2 sentences) and expand crucial ones
- Replace formulaic structures with natural progression
- Delete sections that don't add value

**Why it matters:** Mechanical structure reveals algorithmic generation and bores readers.

---

## 3. Personal Voice Injection
**Check for:** Complete absence of "I," "my," "we," personal anecdotes, specific experiences, or individual perspective

**Assessment:**
- Count first-person pronouns
- Look for specific memories or experiences
- Check for generic examples vs. lived experiences

**Improvements:**
- Add ONE specific personal anecdote in the introduction
- Include a real challenge you faced with this topic
- Replace generic examples with actual experiences:
  - Bad: "Users often struggle with..."
  - Good: "When I first tried this, I spent three hours figuring out..."
- Add your genuine opinion where appropriate

**Why it matters:** Readers connect with human experiences, not abstract descriptions.

---

## 4. Depth & Value Check
**Check for:** Surface-level summaries, obvious statements, lack of insider knowledge

**Assessment:**
- Identify filler phrases (especially introductions over 20 words saying nothing)
- Find vague claims without supporting specifics
- Look for insights available from a quick Google search

**Improvements:**
- Delete ALL filler introductions
- Add specific metrics, percentages, or case studies
- Include one insight only an expert would know
- Replace vague claims with concrete examples:
  - Bad: "Email marketing improves sales"
  - Good: "Our welcome series converts at 3.2%, beating industry average by 1.1%"

**Why it matters:** Readers want unique value, not repackaged common knowledge.

---

## 5. Fact Verification Alert
**Check for:** Statistics, citations, specific claims, especially round numbers

**Assessment:**
- List EVERY factual claim, statistic, and citation
- Flag percentages ending in 0 or 5
- Identify any court cases or academic papers mentioned

**Required Action:**
VERIFY THESE FACTS BEFORE PUBLISHING:
- [List each fact]
- [List each statistic]
- [List each citation]

**Red flags:**
- Statistics like "75% of companies" (too round)
- Citations without page numbers or DOIs
- Court cases without verifiable docket numbers

**Why it matters:** One false fact destroys credibility entirely.

---

## 6. Transition Variety
**Check for:** Overuse of "Moreover," "Furthermore," "However," "Indeed," "Additionally," "Nevertheless"

**Assessment:**
- Count formal transitions
- Flag repeated phrases within 500 words
- Identify mechanical connectors

**Improvements:**
- Delete 50% of transitions entirely (good writing flows naturally)
- Replace formal transitions with conversational ones:
  - "Moreover" → "Also" or just start the sentence
  - "Furthermore" → Delete it
  - "Nevertheless" → "Still" or "But"
- Use action to transition: "This created a problem..." instead of "However, there was a problem..."

**Why it matters:** Mechanical transitions scream "high school essay" or "AI-generated."

---

## 7. Personality Injection
**Check for:** Perfect grammar, no contractions, no sentence fragments, no voice

**Assessment:**
- Count contractions (should have some in informal writing)
- Look for intentional fragments or emphasis
- Check for any humor, sarcasm, or emotion

**Improvements:**
- Add contractions where natural ("it's" not "it is")
- Include ONE intentional fragment for emphasis. Like this.
- Add a moment of humor or frustration
- Break one grammar rule deliberately for effect
- Include a rhetorical question that you actually answer

**Why it matters:** Perfect grammar feels robotic; humans write with rhythm and emotion.

---

## 8. Confidence Calibration
**Check for:** Overconfident language on complex topics, especially "definitely," "certainly," "undoubtedly"

**Assessment:**
- Flag absolute statements about debatable topics
- Identify confidence markers on technical claims
- Check if certainty matches expertise level

**Improvements:**
- Replace overconfident claims with measured statements:
  - "Definitely" → "likely" or "typically"
  - "Always" → "often" or "usually"
  - "Certainly" → "probably"
- Add ONE clear limitation or uncertainty
- Include "in my experience" for subjective claims

**Why it matters:** False confidence destroys trust faster than admitted uncertainty.

---

## 9. Conciseness Audit
**Check for:** Wordiness, redundancy, saying the same thing multiple ways

**Assessment:**
- Find sentences over 25 words that could be under 15
- Identify redundant paragraphs
- Look for concepts explained multiple times

**Improvements:**
- Cut 30% of words minimum
- Delete entire paragraphs that repeat ideas
- Replace wordy phrases:
  - "In order to" → "To"
  - "Due to the fact that" → "Because"
  - "At this point in time" → "Now"
- One idea per paragraph, stated once

**Why it matters:** Readers' time is valuable; respect it.

---

## 10. Opening/Closing Surgery
**Check for:** "In today's world," formulaic introductions, mirror conclusions

**Assessment:**
- Flag generic openers that could fit any topic
- Check if conclusion just restates introduction
- Look for unnecessary moral lessons

**Improvements:**
- Start with the MOST interesting point, not context
- Delete the first paragraph entirely (often unnecessary)
- End with ONE forward-looking insight, not a summary
- Remove inspirational quotes or forced lessons
- Make the conclusion shorter than the introduction

**Why it matters:** Strong openings hook readers; weak ones guarantee abandonment.

---

## 11. Prescriptive Ending Check
**Check for:** Unnecessary advice, "consider exploring," forced takeaways

**Assessment:**
- Identify suggestions that treat readers as students
- Find forced moral lessons
- Check for generic wisdom unrelated to content

**Improvements:**
- Delete ALL "you should" statements unless explicitly requested
- Remove takeaway sections
- End with your strongest point, not advice
- Trust readers to draw their own conclusions
- If you must include next steps, make them specific and optional

**Why it matters:** Readers aren't children needing life lessons from every article.

---

## Overall Rating

**Scoring (Rate 1-10 for humanness):**
- 9-10: Distinctly human, engaging, valuable
- 7-8: Mostly human with minor AI traces  
- 5-6: Mixed human/AI characteristics
- 3-4: Clearly AI-generated with minimal editing
- 1-2: Pure AI slop

**Priority fixes (list top 3):**
1. [Most critical issue]
2. [Second priority]
3. [Third priority]

**One-sentence verdict:** [Sum up the main problem and its solution in under 20 words]

---

## Quick Reference Checklist
- [ ] Removed all instances of "delve" and "leverage"
- [ ] Removed all emdashes 
- [ ] Varied paragraph lengths
- [ ] Added at least one personal experience
- [ ] Cut 30% of words
- [ ] Verified all facts and statistics
- [ ] Deleted generic introduction
- [ ] Added contractions and voice
- [ ] Removed prescriptive ending
- [ ] Included specific examples with real numbers
- [ ] Broke at least one grammar rule intentionally

**Remember:** Good writing sounds like a smart friend explaining something, not a committee writing a report.

# User content