Writing Profiles Overview

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Last updated: February 05, 2026 β€’ Version: 1.0

Writing Profiles Overview

Capture anyone’s unique writing voice by analyzing their writing samplesβ€”then use AI Writer to ghost-write content that sounds exactly like them.


What are Writing Profiles?

Writing Profiles is a free AI-powered voice analysis tool that captures writing style characteristics from sample texts. Submit 3-10 writing samples, and our AI analyzes patterns in tone, vocabulary, sentence structure, and formality to create a reusable voice profile. Use profiles with AI Writer to generate or rewrite content that matches the captured style.

Core Value Proposition:

  • 🎯 Voice Capture β€” Analyze 3-10 samples to identify unique writing patterns
  • πŸ“Š Style Analysis β€” Extract tone, formality, vocabulary, and signature phrases
  • πŸ‘€ Ghost-Writing β€” Generate content that sounds exactly like the profile owner
  • πŸ”— AI Writer Integration β€” Apply profiles to any content generation

At a Glance

πŸ“Š Analysis Depth ⏱️ Analysis Time πŸ’° Price πŸ“§ Verified Benefits
8+ characteristics < 2 minutes 100% Free 4x profile limits

Perfect For:

  • πŸ‘€ Executive Assistants β€” Ghost-write for CEOs and leadership
  • πŸ“’ Internal Comms Teams β€” Maintain consistent voice across communications
  • πŸ‘₯ HR Professionals β€” Draft messages on behalf of leadership
  • πŸ“‹ Managers β€” Create team communications with consistent tone

How It Works

Profile Creation Workflow

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                   WRITING PROFILE WORKFLOW                               β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚   β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”         β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”         β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”   β”‚
β”‚   β”‚   CREATE     │───▢     β”‚    ADD       │───▢     β”‚   ANALYZE    β”‚   β”‚
β”‚   β”‚   PROFILE    β”‚         β”‚   SAMPLES    β”‚         β”‚   & USE      β”‚   β”‚
β”‚   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜         β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜         β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜   β”‚
β”‚         β”‚                        β”‚                        β”‚            β”‚
β”‚         β–Ό                        β–Ό                        β–Ό            β”‚
β”‚   β€’ Name profile           β€’ Paste 3-10             β€’ AI extracts      β”‚
β”‚   β€’ Enter email              samples                  style traits     β”‚
β”‚                            β€’ Min 50 words           β€’ Use in Writer    β”‚
β”‚                              per sample             β€’ Ghost-write!     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

What Gets Analyzed

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                  WRITING PROFILE: "CEO Voice"                       β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚                                                                   β”‚
β”‚  CONFIDENCE SCORE: 87%                                            β”‚
β”‚                                                                   β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚  β”‚  TONE:        Professional yet approachable                 β”‚ β”‚
β”‚  β”‚  FORMALITY:   Semi-formal                                   β”‚ β”‚
β”‚  β”‚  VOCABULARY:  Business-oriented, accessible                 β”‚ β”‚
β”‚  β”‚  KEY TRAITS:  Direct, Optimistic, Action-oriented           β”‚ β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”‚                                                                   β”‚
β”‚  SIGNATURE PHRASES:                                               β”‚
β”‚  β€’ "I'm excited to share..."                                      β”‚
β”‚  β€’ "Together, we can..."                                          β”‚
β”‚  β€’ "Let me be clear about..."                                     β”‚
β”‚                                                                   β”‚
β”‚  SENTENCE PATTERNS:                                               β”‚
β”‚  β€’ Short, punchy openings                                         β”‚
β”‚  β€’ Action verbs preferred                                         β”‚
β”‚  β€’ Questions to engage readers                                    β”‚
β”‚                                                                   β”‚
β”‚  BEST USED FOR:                                                   β”‚
β”‚  All-hands emails, Company announcements, Strategy updates        β”‚
β”‚                                                                   β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Key Features

🎯 Voice Analysis

AI analyzes writing samples to extract comprehensive style characteristics.

Characteristic What It Captures
Tone Professional, friendly, formal, casual, motivational
Formality Level Formal, semi-formal, casual, conversational
Vocabulary Level Simple, business, technical, academic
Sentence Structure Short/punchy, complex, varied, flowing
Key Traits 3-5 defining characteristics (e.g., β€œDirect”, β€œEmpathetic”)
Signature Phrases Common expressions and openings
Punctuation Style Use of exclamations, questions, ellipses
Paragraph Style Short paragraphs, long form, bullet preference

πŸ“ Sample Requirements

Provide high-quality samples for the best analysis results.

Requirement Value
Minimum Samples 3
Maximum Samples 10
Min Words Per Sample 50
Max Words Per Sample 5,000
Total Words Needed 300+ across all samples

Tips for Great Samples:

  • βœ… Use similar content types (all emails OR all memos)
  • βœ… Include recent samples (writing styles evolve)
  • βœ… Choose representative work (not outliers)
  • βœ… Include variety within the content type

πŸ“Š Confidence Score

The confidence score indicates analysis quality (0-100%).

Score Range Meaning Recommendation
85-100% High confidence Profile ready for accurate ghost-writing
70-84% Good confidence Reliable for most use cases
50-69% Moderate confidence Add more samples to improve
Below 50% Low confidence Add more/longer samples

Confidence is calculated from:

  • Number of samples (more = higher)
  • Total word count (more = higher)
  • Consistency across samples
  • Richness of extracted characteristics

πŸ”— AI Writer Integration

Use profiles directly in AI Writer for ghost-writing.

Integration Point How It Works
Profile Selection Choose profile from dropdown in AI Writer
Generate with Profile Content matches captured voice
Rewrite with Profile Transform content into profile’s style
Profile Snapshot Results track which profile was used

Workflow Example:

  1. Create β€œCEO Voice” profile with 5 sample emails
  2. Go to AI Writer, select β€œCEO Voice” profile
  3. Generate company announcement β†’ Sounds like your CEO wrote it
  4. Share with CEO for quick review β†’ Minimal edits needed

πŸ“€ Shareable Profiles

Share profiles with your team via unique URLs.

Feature Description
Unique Token Each profile gets a secure, unique URL
90-Day Access Free tier profiles accessible for 90 days
No Login Required Anyone with link can view (not edit)
Writer Link Direct link to AI Writer with profile pre-selected

πŸ“§ Email Notifications

Stay informed about your profile’s status.

Notification When Sent
Analysis Complete Profile ready for use
Analysis Failed Error occurred (with retry link)
Expiring Soon 7 days before profile expires (verified users)

Rate Limits & Free Tier

Writing Profiles is 100% free with reasonable limits.

Action Unverified Verified Period
Create Profile 2 5 Per day
Total Profiles 3 10 All-time
Samples Per Profile 10 10 Per profile

Bonus Generations: Referral bonuses apply to AI Writer, which uses your profiles.


Profile Status States

Status Meaning Actions Available
Pending Profile created, awaiting samples Add samples, delete
Analyzing AI processing samples Wait (auto-refresh shows progress)
Ready Analysis complete Use in AI Writer, share, view details
Failed Analysis error View error, delete, create new

User Roles & Permissions

Role Capabilities
Anyone (No Account) Create 3 profiles, add samples, analyze, 90-day storage
Verified Email Up to 10 profiles, higher daily limits, email notifications
Business Users Unlimited profiles, team sharing, no expiration

How We Compare

Feature MangoApps Writing Profiles Jasper Brand Voice Writer.com Styleguide
Free to Use βœ… ❌ ❌
No Account Required βœ… ❌ ❌
Sample-Based Analysis βœ… βœ… πŸ’°
Confidence Scoring βœ… ❌ ❌
Individual Profiles βœ… Team only Team only
Integrated Content Gen βœ… βœ… πŸ’°
Shareable Profiles βœ… ❌ πŸ’°
Legend: βœ… Included ❌ Not Available πŸ’° Paid Add-on

Why MangoApps Writing Profiles?

  • πŸ†“ Completely Free β€” No credit card, no trial limits
  • πŸ‘€ Individual Profiles β€” Capture specific person’s voice, not just brand
  • πŸ“Š Transparency β€” See confidence scores and extracted characteristics
  • πŸ”— Seamless Integration β€” One click to use in AI Writer

Getting Started

Step 1: Create a Profile

  1. Visit /bots/profiles or click β€œWriting Profiles” from Workforce Bots
  2. Enter your work email
  3. Click β€œCreate New Profile”
  4. Name your profile (e.g., β€œCEO Voice”, β€œHR Director Style”)

Step 2: Add Writing Samples

  1. Paste a writing sample (minimum 50 words)
  2. Select sample type (email, memo, announcement, etc.)
  3. Click β€œAdd Sample”
  4. Repeat until you have 3-10 samples (300+ total words)

Step 3: Analyze

  1. Once requirements are met, click β€œAnalyze Profile”
  2. Analysis takes 1-2 minutes
  3. You’ll receive an email when complete

Step 4: Use in AI Writer

  1. Go to AI Writer (/bots/writer)
  2. Select your profile from the dropdown
  3. Generate or rewrite content
  4. Result matches the captured voice!

Best Practices

For Better Analysis

  • βœ… Use 5+ samples β€” More samples = higher confidence
  • βœ… Use similar content types β€” All emails OR all memos, not mixed
  • βœ… Include recent samples β€” Writing styles evolve over time
  • βœ… Choose representative work β€” Not one-off outliers

For Different Use Cases

  • βœ… Create context-specific profiles β€” β€œCEO All-Hands” vs β€œCEO 1:1 Updates”
  • βœ… Update profiles periodically β€” Create new ones as styles evolve
  • βœ… Test before sending β€” Generate a sample and compare to real writing

For Executive Ghost-Writing

  • βœ… Collect samples discreetly β€” Use sent emails, past announcements
  • βœ… Include signature phrases β€” Makes generated content more authentic
  • βœ… Have the executive review β€” Their final approval ensures authenticity

Frequently Asked Questions

Q: How accurate is the voice matching?
A: With 5+ quality samples and 500+ total words, most users report 80-90% accuracy. The profile owner often only needs minor edits.

Q: Can I update a profile after analysis?
A: Currently, you’ll need to create a new profile to re-analyze. This ensures consistency in your existing generated content.

Q: How long are profiles stored?
A: Free tier profiles are accessible for 90 days. Verify your email to receive expiration reminders.

Q: Can I capture multiple people’s voices?
A: Yes! Create separate profiles for each person. Name them clearly (e.g., β€œCEO - Sarah”, β€œCFO - Mike”).

Q: What if analysis fails?
A: You’ll receive an email with the error. Common issues: samples too short, too few samples, or inconsistent writing styles. Create a new profile and try again.

Q: Is my data private?
A: Samples are processed by AI and stored securely. They’re never shared with other users. Free tier data expires after 90 days.



Capture anyone’s writing voice. Ghost-write with confidence. All free at workforce.mangoapps.com/bots/profiles