Welcome to Codex. Your Book Begins Here.
Your Book Is Already Half-Written. You Just Need to Organize It.
Most authors don’t fail because of ideas. They fail because they get overwhelmed trying to organize, repurpose, and finish what they’ve already started.
You’ve recorded 50 podcast episodes. Written 100 LinkedIn posts. Answered the same client questions 200 times. Delivered countless presentations and workshops.
That’s not “content to repurpose someday.” That’s your book – scattered across transcripts, documents, and notes.
Codex AI doesn’t write your book for you. It finds the book you’ve already written, organizes it, and helps you turn your expertise into a manuscript that sounds exactly like you.
Built on 3,000+ successful author journeys. Integrated with professional editors and book coaches. Amazon KDP and IngramSpark compliant.

See How Codex Works →
The ORBIT Framework: How Codex Chaos Into Chapters
Codex uses the ORBIT Framework, a five-phase system developed from publishing 3,000+ books. It’s how we help authors go from “I have so much content” to “I have a finished manuscript” in months, not years.
Phase 1: Organize
What happens:
Upload everything you’ve created – podcast transcripts, blog articles, LinkedIn posts, presentation decks, email responses, workshop materials, video transcripts, research notes.
Codex reads it all, indexes every idea, and creates a searchable database of your expertise.
What you get:
- Content inventory organized by theme
- Identification of recurring frameworks (even ones you never named)
- Pattern recognition across years of content
- Visual map of your expertise landscape
- Gap analysis showing what topics need more depth
Real example:
Marketing consultant uploaded 75 podcast episodes, 150 blog posts, and 300 client emails. Codex identified 7 core themes that became her 7-chapter structure. She’d already “written” 60% of her book without realizing it.
Time saved: 100+ hours of manual organization
Phase 2: Repurpose
What happens:
Codex extracts relevant sections from your existing content and maps them to your book structure. It finds the best version of ideas you’ve explained multiple ways and suggests which content fits which chapter.
Your spoken words become written prose. Your scattered ideas become coherent narrative.
What you get:
- First draft generated from YOUR existing words
- Smart search: “Find all times I talked about leadership”
- Duplicate detection (you’ve explained pricing 47 times – here’s the best version)
- Content-to-chapter mapping with visual workflow
- Transition suggestions between repurposed sections
Real example:
Healthcare professional had 300 pages of patient notes and research. Codex organized by theme, extracted key insights, and generated chapter drafts using her actual case studies and expertise. First draft completed in 2 weeks (vs. 6 months writing from scratch).
Time saved: 200+ hours of drafting
Phase 3: Boost
What happens:
Codex analyzes your voice – sentence structure, vocabulary patterns, metaphors you use, how you tell stories – and generates new content that matches your style.
When you need to fill gaps or expand ideas, Codex writes in YOUR voice, not generic AI voice.
What you get:
- Voice profile based on 50+ linguistic markers
- New content that sounds like you wrote it
- Expansion of ideas you mentioned but never fully developed
- Story suggestions based on examples you’ve shared before
- Framework completion (you mentioned a “5-step process” but only explained 3 steps)
Real example:
Business author’s Codex voice profile captured his direct style and sports metaphors. When AI generated new sections, his editor said, “I can’t tell which parts you wrote and which Codex wrote. It all sounds like you.”
Time saved: 150+ hours of gap-filling
Phase 4: Illuminate
What happens:
Codex integrates with your professional editorial team. Your Book Architect reviews structure, your Developmental Editor refines narrative, your Launch Coach ensures market fit.
AI handles tedious tasks. Humans provide strategic direction and quality control.
What you get:
- Book Architect feedback on structure and positioning
- Developmental Editor notes on flow, gaps, and weak sections
- Codex helps implement editor suggestions quickly
- Iterative refinement with AI + human collaboration
- Quality assurance that output meets publishing standards
Real example:
Startup founder’s developmental editor identified 12 sections that needed work. Instead of rewriting from scratch, founder used Codex to generate options based on his other content. Editor selected best versions and refined. Revision completed in 3 days (vs. 3 weeks).
Time saved: 100+ hours of revision implementation
Phase 5: Tune
What happens:
Final polish with your editorial team. Line editing, consistency checks, voice refinement, and preparation for publication.
Codex ensures consistency across chapters and catches AI artifacts. Editors ensure every sentence is publication-ready.
What you get:
- Consistency analysis (terminology, tone, style)
- AI artifact detection and removal
- Voice consistency scoring across chapters
- Final editorial polish from professional editors
- Manuscript ready for Amazon KDP, IngramSpark, or traditional publishing
Real example:
Executive’s 300-page manuscript had inconsistent terminology (sometimes “clients,” sometimes “customers,” sometimes “partners”). Codex identified 47 inconsistencies. Author chose preferred terms, Codex updated all instances. Editor focused on higher-level refinement instead of tedious find-and-replace.
Time saved: 50+ hours of consistency editing
Total time saved: 600+ hours (15 weeks of full-time work)
Average manuscript completion: 11-14 months with Codex vs. 2-3 years without
Quality level: Professional publishing standard, not AI-generated content
Why Codex Is Different From ChatGPT, Claude, and Generic AI
Generic AI tools are trained on the entire internet. They produce average, formulaic content that sounds like everyone and no one.
Codex is trained on YOUR content. It sounds like you because it learns from you.
Comparison Table
| Factor | Generic AI (ChatGPT/Claude) | Codex AI |
|---|---|---|
| Training Data | Entire internet (billions of sources) | YOUR content only (transcripts, articles, notes) |
| Voice | Generic, averaged, “AI voice” | Your authentic voice and speaking style |
| Expertise | Broad but shallow knowledge | Your deep, specific expertise |
| Content Source | Makes up examples and frameworks | Uses YOUR real stories and frameworks |
| Personalization | One-size-fits-all prompts | Trained on your unique content library |
| Editorial Support | None – you’re on your own | Integrated with professional editors and coaches |
| Quality Control | No human oversight | Book Architects and Developmental Editors review everything |
| Publisher Compliance | Risky – pure AI generation flagged | Amazon KDP and IngramSpark compliant by design |
| Disclosure Requirements | Must disclose as AI-generated | Classified as AI-assisted (substantial human input) |
| Rights Issues | Unclear – trained on copyrighted material | Safe – trained on YOUR owned content |
| Consistency | Varies wildly based on prompts | Learns your preferences and maintains consistency |
| Integration | Standalone tool | Part of full publishing service |
| Cost | $20/month (but you do all the work) | Included in Modern Author Accelerator |
The Voice Authenticity Test
Try this with ChatGPT vs. Codex:
Prompt: “Write about leadership in my style.”
ChatGPT output:
“Leadership requires clear communication and strategic thinking. Effective leaders inspire their teams—through vision and accountability. By fostering a culture of trust and empowerment, leaders can drive organizational success.”
Generic. Corporate. Could be anyone. Usually littered with em dashes and emojis.
Codex output (trained on YOUR content):
“I learned leadership the hard way, by screwing it up. When I lost my best engineer because I couldn’t articulate where we were going, I realized vision isn’t optional. It’s the difference between a team and a mob. Here’s what I wish someone had told me…”
Specific. Personal. Unmistakably yours.
Publisher Safety: Why It Matters
Amazon KDP’s AI Content Policy:
- You MUST disclose AI-generated content
- Pure AI generation = risky, can be flagged or removed
- AI-assisted content (with substantial human input) = allowed
How Codex ensures compliance:
- Starts with YOUR content (not generic AI generation)
- Human authorship at every stage (you write/edit heavily)
- Professional editorial oversight (editors review everything)
- Substantial human input (meets Amazon’s standard)
- Proper disclosure language (we provide compliant wording)
The difference:
- Pure AI: Prompt → Generate → Publish (RISKY)
- Codex: Your Content → AI Organization → Human Refinement → Editorial Review → Publish (SAFE)
What You Can Upload to Codex
Podcast/Video Content:
- Interview transcripts
- Webinar recordings
- YouTube video transcripts
- Conference talks
- Workshop recordings
Written Content:
- Blog articles and LinkedIn posts
- Email responses to common questions
- Presentation decks and keynote slides
- Newsletter archives
- Social media threads
Professional Materials:
- Client case studies
- Consulting frameworks
- Training materials
- Research notes and book highlights
- White papers and reports
The more you upload, the better Codex understands your voice and expertise.
Built on What Actually Works (Not AI Hype)
Codex isn’t a startup experiment. It’s built on 3,000+ successful author journeys, 14 years of publishing experience, and real data about what separates finished books from abandoned drafts.
The Data Behind ORBIT
From 3,000+ authors, we learned:
Most authors already have 40-60% of their book content in scattered formats (transcripts, articles, presentations). Codex finds and organizes it.
Voice authenticity is the #1 concern when using AI. Authors who upload 10+ examples of their writing get 94% voice match scores.
Organization is the biggest bottleneck, not writing. Authors spend 6-8 months “trying to get started.” Codex reduces this to 2-3 weeks.
Editor + AI collaboration produces the best results. Books with both AI assistance and professional editing score 40% higher on reader satisfaction than pure AI or pure human alone.
Repurposed content performs as well as new content when properly edited. Readers can’t tell the difference between “written for the book” and “repurposed from transcript.”
Authors who finish books have clear structure before writing. Codex creates structure from existing content patterns, not blank-page guessing.
Success Metrics
Average completion time:
- Without Codex: 2-3 years (but most never finish — only a 2-3% completion rate without support)
- With Codex: 11-14 months (92% completion rate)
Time saved per author:
- Content organization: 100+ hours
- First draft generation: 200+ hours
- Revision implementation: 100+ hours
- Consistency editing: 50+ hours
- Total: 450-600 hours saved
Voice authenticity scores:
- Generic AI: 3.2/10 (editors can immediately tell)
- Codex (10+ samples): 9.4/10 (indistinguishable from author’s original writing)
Publisher acceptance:
- 100% Amazon KDP approval rate
- 100% IngramSpark approval rate
- Zero books flagged or removed for AI content
- Multiple Codex-assisted books have won awards (readers can’t tell)
What Makes Codex Different: The Georgetown Connection
Built by educators, not AI entrepreneurs.
Codex was developed by Georgetown Professor Eric Koester (2020 National Entrepreneurship Educator of the Year) and the Manuscripts team after publishing 3,000+ books.
We didn’t start with AI and look for a problem. We started with a problem (authors drowning in scattered content) and built AI to solve it.
The difference:
- AI startups: “Let’s use AI to write books!”
- Manuscripts: “Let’s help authors organize what they’ve already written.”
The result:
- AI startups: Generic content mills producing formulaic books
- Manuscripts: Authors finishing authentic books that sound like them
Codex Works With Your Team, Not Instead of It
AI tools promise to “replace” editors, coaches, and publishers. That’s a lie that produces terrible books.
Codex is designed to work alongside professional Book Architects, Developmental Editors, and Launch Coaches. AI handles tedious tasks. Humans provide expertise, strategy, and quality control.
How Codex Integrates With Your Publishing Team
Phase 1: Book Architect + Codex
What Book Architects do:
- Determine your book’s positioning and target reader
- Identify your unique angle in a crowded market
- Design chapter structure and narrative arc
- Ensure your book serves your business/career goals
How Codex helps:
- Analyzes your content to identify recurring themes
- Suggests structure options based on your expertise patterns
- Shows which content supports which positioning angles
- Provides data on content density by topic
Example collaboration:
Book Architect reviews Codex’s theme analysis and says, “You talk about pricing in 47 different places. That should be Chapter 3, not buried in Chapter 7.” Codex reorganizes content instantly. Architect refines structure based on market positioning.
Result: Strategic structure in days, not months.
Phase 2: Developmental Editor + Codex
What Developmental Editors do:
- Review manuscript for flow, logic, and narrative strength
- Identify gaps, redundancies, and weak sections
- Ensure consistent voice and tone throughout
- Push you to develop ideas more deeply
How Codex helps:
- Implements editor’s structural changes quickly
- Generates options for weak sections based on your other content
- Finds supporting material you’ve already created
- Maintains voice consistency during revisions
Example collaboration:
Developmental Editor marks 12 sections as “needs more depth.” Instead of author staring at blank page, Codex searches existing content for related material, generates expansion options using author’s voice. Editor selects best version and refines.
Result: Major revisions in weeks, not months.
Phase 3: Line Editor + Codex
What Line Editors do:
- Polish every sentence for clarity and impact
- Ensure grammatical perfection
- Catch awkward phrasing and repetition
- Maintain voice consistency
How Codex helps:
- Pre-checks for consistency issues (terminology, tone, style)
- Identifies AI artifacts that need human refinement
- Flags repetitive phrases across chapters
- Provides consistency scoring
Example collaboration:
Line Editor focuses on high-level sentence refinement instead of tedious consistency checks. Codex handles “find all instances of X term” and “check if this metaphor appears elsewhere.” Editor’s time spent on craft, not busywork.
Result: Professional polish without tedious manual work.
Phase 4: Launch Coach + Codex
What Launch Coaches do:
- Design book launch strategy
- Identify target audiences and marketing channels
- Create pre-launch buzz and audience activation
- Plan book tour and promotional calendar
How Codex helps:
- Extracts key quotes and soundbites for marketing
- Identifies most engaging stories for social media
- Suggests content repurposing opportunities (book → blog series → LinkedIn posts)
- Analyzes which chapters have highest viral potential
Example collaboration:
Launch Coach says, “We need 20 social media posts for pre-launch.” Codex extracts 50 quote options from manuscript. Coach selects best 20 and refines messaging.
Result: Marketing assets created in hours, not weeks.
What You Get: AI + Human Dream Team
Your publishing team includes:
Book Architect (human)
Strategic positioning, structure design, market fit
Codex AI (AI assistant)
Content organization, draft generation, consistency maintenance
Developmental Editor (human)
Narrative refinement, gap identification, voice consistency
Line Editor (human)
Sentence-level polish, grammatical perfection, final quality control
Launch Coach (human)
Marketing strategy, audience activation, promotional planning
The collaboration model:
- AI handles tedious, time-consuming tasks (organization, consistency, search)
- Humans provide strategic direction and quality control
- You maintain creative control and final approval
- Result: Professional quality + authentic voice + faster timeline
Why This Matters: The “AI-Only” Disaster
What happens with AI-only book writing:
You prompt ChatGPT → It generates generic content → You publish → Readers hate it → Amazon flags it → Your reputation suffers
What happens with Codex + human team:
You upload your content → Codex organizes it → Book Architect designs structure → You write/refine → Developmental Editor strengthens narrative → Line Editor polishes → Launch Coach promotes → Readers love it → You build authority
The difference: Professional publishing standard vs. AI content mill
Common Questions About Codex
Q: Will Amazon flag my book for AI content?
No. Codex-assisted books are classified as “AI-assisted with substantial human input,” which Amazon explicitly allows. We provide proper disclosure language, and we’ve published 3,000+ books with 100% approval rate.
The difference: Pure AI generation (prompt → publish) = risky. Codex (your content → AI organization → human refinement → editorial review) = safe.
Q: Will readers be able to tell I used AI?
Not if you upload enough of your content for Codex to learn your voice. Authors who upload 10+ samples score 9.4/10 on voice authenticity. Your editor will catch any AI artifacts during review.
Multiple Codex-assisted books have won awards. Readers can’t tell.
Q: Is this just fancy plagiarism? Am I stealing from myself?
No. Codex uses YOUR content that you created and own. You’re repurposing your own expertise, not copying others. This is standard practice in professional publishing.
Many nonfiction books start as blog posts, speeches, or articles. Codex just makes the repurposing process faster and more organized.
Q: What if I don’t have much existing content?
Codex still helps by organizing what you DO have and identifying gaps. You’ll write new content to fill gaps, but Codex assists with voice-matched drafting.
Most authors are surprised by how much content they’ve created (emails, presentations, social media posts add up quickly).
Q: Do I still need editors if I use Codex?
YES. Codex is an assistant, not a replacement for human expertise. Our Book Architects, Developmental Editors, and Launch Coaches are essential for professional quality.
AI handles tedious tasks. Humans provide strategy, quality control, and market expertise.
Q: How is this different from just using ChatGPT?
ChatGPT is trained on the entire internet (generic, averaged content). Codex is trained on YOUR content (specific to your voice and expertise).
ChatGPT has no editorial oversight. Codex is integrated with professional publishing team.
ChatGPT output is obviously AI. Codex output sounds like you because it learns from you.
Q: What if my voice changes or I don’t like how something sounds?
You have full editing control. Codex generates drafts – you refine them. Your developmental editor ensures voice consistency. Nothing gets published without your approval.
Plus, Codex learns from your edits. The more you refine, the better it matches your preferences.
Q: How long does the ORBIT process take?
- Organize phase: 2-3 weeks
- Repurpose phase: 3-4 weeks
- Boost phase: 4-6 weeks (filling gaps)
- Illuminate phase: 8-12 weeks (editorial refinement)
- Tune phase: 4-6 weeks (final polish)
Total: 11-14 months from start to published book (vs. 2-3 years without Codex, or never finishing).
Q: Is Codex included in the Modern Author Accelerator?
Yes. Codex is integrated into our full-service publishing program. You’re not buying software – you’re getting AI + human team + publishing services.
Q: Can I use Codex if I’m working with another publisher?
Currently, Codex is only available through Manuscripts’ Modern Author Accelerator program. It’s designed to work with our specific editorial and publishing process.
Ready to See How Codex Accelerates Your Book?
You’ve already created the content. You just need to organize it.
Schedule a free call with our team to:
- See how Codex analyzes your existing content
- Get a personalized assessment of your book potential
- Understand how ORBIT Framework works for your specific situation
- Learn about the Modern Author Accelerator program
No pressure. No sales pitch. Just an honest conversation about whether Codex is right for your book.
Schedule Your Free Codex Assessment →