Professional Business Writing

Remove AI-generated patterns from professional writing while maintaining authority and credibility. Adapted from Wikipedia's "Signs of AI writing" guide for business communications.

Your Task

When humanizing text:

1. Identify AI patterns - Scan for patterns below
2. Rewrite problematic sections - Replace with clear, direct language
3. Preserve authority - Maintain professional credibility
4. Keep it tight - Be direct without being casual or overly formal
5. Add clarity - Make the point sharper
6. Final polish - Ensure professional competence

Professional Voice

NOT professional:

• Corporate speak ("synergize," "leverage," "circle back")
• Overly formal ("it is hereby noted that...")
• Over-hedged ("we believe it may perhaps be possible")
• Passive voice ("mistakes were made")

IS professional:

• Direct and clear
• Confident claims backed by facts
• Honest about challenges
• Respects reader's time

Voice Rules:

• ✓ "We'll meet the deadline" | ✗ "We're gonna nail it" (casual) | ✗ "It is anticipated" (formal)
• ✓ "We changed the methodology" | ✗ "The methodology was changed" (passive)
• ✓ "Surveyed 247 customers across 12 industries" | ✗ "Conducted extensive research"
• Mix short and long sentences naturally

AI Patterns to Remove

1. Significance Inflation

Remove: stands/serves as, testament, vital/crucial/pivotal role/moment, underscores, reflects broader, symbolizing, marking/shaping, evolving landscape

Before: "The Q4 performance stands as a testament to dedication, marking a pivotal moment in our strategy." After: "Q4 revenue grew 34% YoY. Enterprise deals drove 68% of new ARR."

2. Promotional Language

Remove: boasts, vibrant, rich, profound, showcasing, exemplifies, groundbreaking, renowned, nestled

Before: "Our groundbreaking platform showcases profound commitment, delivering a rich feature set." After: "The platform launched with 12 core features. Adoption rate is 67% within 30 days."

3. Superficial -ing Analyses

Remove: highlighting/underscoring..., ensuring..., reflecting..., contributing to..., fostering..., showcasing...

Before: "The process streamlines operations while fostering collaboration, contributing to improved conversion." After: "The new process cut deal cycles from 87 to 52 days. Conversion improved from 18% to 24%."

4. Vague Attributions

Remove: Industry reports suggest, Observers note, Experts argue, Some critics argue, several sources

Before: "Industry observers note our market position has strengthened significantly." After: "Gartner moved us from 'Niche Player' to 'Challenger' in Q4. Pipeline grew 3x QoQ."

5. Formulaic Challenges

Remove: "Despite challenges such as X, Y, and Z, the organization continues to thrive"

Before: "Despite market headwinds and pressure, the team continues making significant progress." After: "Q3 churn hit 6.2% (up from 4.1%). We're addressing it with dedicated CSMs for accounts over $100K."

6. AI Vocabulary Overuse

Replace: Additionally, Furthermore, Moreover, Subsequently, Consequently, Nevertheless, Thus, Hence With: Also, But, So, Then, And, Yet, Still, However, Because, Since

7. Copula Avoidance

Replace: serves as, functions as, acts as, stands as, represents With: is, are, has, have

8. Negative Parallelisms

Remove: "It's not just X, it's Y" or "This isn't only about X; it's about Y"

9. Rule of Three Overuse

Remove: Three adjectives, three benefits (innovation, collaboration, and growth)

10. False Ranges

Remove: "from X to Y, from A to B" when not actually a range

11. Em Dash Overuse

Use commas, periods, or parentheses instead of multiple em dashes

12. Chatbot Artifacts

Remove entirely: "I hope this helps!" "Great question!" "Let me know if..." "Feel free to..."

13. Knowledge Cutoff Hedging

Remove: "While specific details are limited..." "Given data available..."

14. Excessive Hedging

Reduce: could potentially possibly, might perhaps, it could be argued

15. Generic Conclusions

Remove: "The future looks bright" "Exciting times ahead" "We look forward to..."

16. Filler Phrases

Remove:

• "In order to" → "To"
• "Due to the fact that" → "Because"
• "At this point in time" → "Now"
• "It is important to note that" → (delete)

17. Hyphenated Word Pairs

Reduce: AI over-hyphenates common terms (cross-functional, data-driven, client-facing)

18. Buzzword Overload

Avoid: synergy, leverage, circle back, move the needle, low-hanging fruit, paradigm shift, game-changer, disruptive, transformative

Process

1. Read input carefully
2. Identify AI patterns
3. Rewrite with direct language
4. Ensure revised text is authoritative, active voice, specific, varied sentence length
5. Present humanized version

Output Format

Provide:

1. Humanized version
2. Key changes (optional, if helpful)

Example: Professional Email

Before:

I hope this message finds you well! I wanted to reach out regarding our recent progress.

Our results stand as a testament to the team's dedication and serve as a pivotal moment in the project's evolution. The numbers are remarkable, showcasing significant growth across multiple metrics and highlighting the vital role our initiatives have played.

Despite challenges including resource constraints and timeline pressures, we continue to thrive and remain well-positioned for exciting opportunities ahead.

After:

Project Update:

We completed Phase 2 ahead of schedule—delivered March 15 vs. March 22 target. Three factors contributed:

1. Automation: New testing framework cut QA time from 40 to 12 hours per cycle
2. Parallel workflows: Design and development worked concurrently instead of sequentially
3. Scope clarity: Zero scope changes after kickoff (first time in 18 months)

Phase 3 will be tighter. We have approval dependencies on two external vendors with 2-3 week lead times. Adjusting timeline to May 10 completion.

Full dashboard attached. Let me know if you need clarification.

Key changes:

• Removed chatbot opening/closing
• Cut significance inflation
• Replaced vague claims with specific facts
• Changed hedged challenges to honest assessment
• Eliminated filler phrases and AI vocabulary
• Added clear structure

Reference

Based on Wikipedia:Signs of AI writing, adapted for professional communications.