Comparison and methodology

Manuscript AI vs ChatGPT, Claude and Gemini

Manuscript AI isn't another chatbot. It combines its own models with models from OpenAI, Anthropic and Google, the companies behind ChatGPT, Claude and Gemini, runs them through a fixed editorial checklist, calculates readability for every chapter, and returns a report of 15–25 pages for $19, once. A chatbot is better for back-and-forth, rewriting and fiction. For an editor's read of a whole non-fiction book, use Manuscript AI.

By Prannay Kedia, Founder · Updated

Why authors choose Manuscript AI

A chatbot answers what you ask. The report asks what an editor would.

As a self-publisher, I ran each paragraph through ChatGPT (I couldn't and won't pay 1000s to have my manuscript stripped of my voice, cadence, etc.), however, the service you offered was more broad and thematic (which is what I was looking for).”
Mason Peterson
Realizing Salvation: Your Guide to Understanding & Applying the Gospel · Christian non-fiction
Self-publisher
Get my report — $19See a sample report first →

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At a glance

How they differ

FeatureChatGPT, Claude and GeminiManuscript AI
AI modelsOne company's modelsOur own models, plus models from OpenAI, Anthropic and Google
What gets checkedWhatever you think to askThe same editorial checklist on every book, plus your own questions
Chapter metricsPossible if you ask it to run code on each chapterCalculated for every chapter and charted across the book
Follow-ups and rewritesYes, as many as you likeNo. Add your questions when you upload; the report diagnoses, you revise
FictionYesNo, non-fiction only
What you getA conversationA 15–25 page PDF report by email, plus a private online link
PriceFree tiers, or a monthly plan you may already have$19 per manuscript, once
Your manuscriptConsumer plans may use chats for training unless you opt outNever used to train AI; the file is deleted within 48 hours of delivery

What you get

What $19 gets you

  • An executive summary of the whole book
  • Answers to 8 editorial questions on structure, flow, voice and clarity
  • For every chapter: a summary, recommendations, word count, reading time, reading ease and grade level
  • Charts that show which chapters run long or read hard
  • Answers to your own questions about the book
  • A 15–25 page PDF by email, plus a private online link

From a real report

“Chapter VIII on movement is the clearest rupture. After the narrative warmth of Ogimi and the diet chapter, it becomes a catalogue of yoga types, tai chi styles, qigong’s ‘Tyau Shenn’ and step-by-step postures, and the Six Healing Sounds. The tie to ikigai is thin, and the chapter’s own admission, ‘It might feel confusing to be presented with all the Eastern traditions,’ confirms the overload.”

“Improvement: Open each chapter with a one-sentence bridge stating its link to ikigai…”

From the chapter-flow answer in our sample report on Ikigai. Read the full report →

Methodology

How Manuscript AI reviews a manuscript

The editorial checklist

Every report answers the same 8 questions about the whole book. They draw on a combined 15 years of non-fiction editorial work by editors who have worked at major publishing houses. Each chapter also gets its own summary and recommendation, and you can add your own questions when you upload.

  1. 1What is the book's main message?
  2. 2How would you describe the writing style?
  3. 3How well does the content flow between chapters and sections?
  4. 4Does the writing convey the author's personality and passion?
  5. 5Is the content accessible to its readers?
  6. 6Do chapters and sections have a clear introduction and conclusion?
  7. 7Will the reader know what step to take next?
  8. 8Are the concepts easy to follow and understand?

The models

Each part of the analysis runs on our own models, hosted on AWS in the United States, or on the model from OpenAI, Anthropic or Google that handles that task best.

The numbers

Calculated with standard formulas, not estimated by a language model. The report charts chapter length and grade level side by side, so outliers stand out.

Word count
Per chapter and for the whole book.
Reading time
Minutes to read each chapter.
Flesch reading ease
A 0–100 score; higher means easier to read.
Flesch–Kincaid grade level
The US school grade a reader needs to follow the text.

In authors' own words

What authors said after reading their report

250+

Manuscripts Analyzed

20+

Countries

< 10 min

Typical Delivery

14-day

Money-Back Guarantee

Surprisingly, it was insightful and knew more about Christianity than any of my other editing software.

E.P. Walker
Seven Things You Need to Know About God · Christian non-fiction

I continue to respect what AI says. Its criticisms seem pretty much on as well.

David Courtney
13 books reviewed

Better than expected

The report was very thorough and insightful, and honestly much better than I expected.

Yaprak Sapanli Gorur
What Now? From Autopilot to a Life You Choose · Self-help

Read every review in full →

Use what fits

When a chatbot is enough

Often. Use ChatGPT, Claude or Gemini when:

  • You want feedback on one chapter or passage.
  • You want rewrites, line edits, titles or blurbs.
  • Your book is fiction.
  • You'd rather talk it through than read a report.

Before pasting a manuscript into a chat app, check its data settings: consumer plans can use conversations to train models unless you opt out.

A prompt that works well

Act as a developmental editor for non-fiction. My full manuscript is attached. First, list the chapters with a one-sentence summary of each. Then assess: (1) the book's main message and whether every chapter serves it; (2) how well the chapters flow into each other; (3) whether each chapter opens and closes clearly; (4) where the writing becomes hard to follow; (5) what the reader can do after finishing. For every problem, name the chapter, quote the passage and suggest one specific fix.

FAQ

Common questions

Is Manuscript AI just ChatGPT?

No. ChatGPT is one company's chat app. Manuscript AI combines its own models with models from OpenAI, Anthropic and Google and runs them through a fixed editorial checklist and standard readability formulas. You don't chat with it: you upload a manuscript and get a report.

Can I get the same feedback from ChatGPT or Claude?

Much of the written feedback, yes, if you know what to ask and work through the book with it. What takes extra work is applying an editor's checklist to every chapter, calculating the metrics and assembling everything into one report. Mason Peterson, a self-publisher, ran each paragraph through ChatGPT first and found the report "more broad and thematic (which is what I was looking for)."

Is it safe to upload my manuscript?

To a chat app, check its data settings first: consumer plans of ChatGPT, Claude and Gemini can use conversations to train models unless you opt out. Your manuscript is analysed by our own models, hosted on AWS in the United States and trained only on public data, and by models from OpenAI, Anthropic and Google through paid APIs whose terms bar them from training on it. It is never used to train AI. Your file is deleted within 48 hours of your report being delivered.

Does Manuscript AI review fiction?

No. The checklist and recommendations are built for non-fiction, such as self-help, business, memoir, biography, theology and religion. For fiction, a chatbot is the better choice.

Find out what your manuscript needs, today

$19 for a non-fiction manuscript of any length. Your report usually arrives in under 10 minutes. Not satisfied? Ask within 14 days for a full refund.

250+ manuscripts analysed for authors in 20+ countries