Kaizen R/W Editorial reading environment
AI revision for finished fiction drafts

An AI that learns how to read your book.

Your draft doesn't need another AI trying to write it. Kaizen R/W scans your manuscript, surfaces the small number of notes worth your attention, and learns what's intentional so the next pass gets quieter.

Upload a chapter. Get a handful of editorial notes. Teach the ones you disagree with. Each pass gets quieter. Reads chapter by chapter. Remembers across the manuscript.

Free tier included. No API key required. Your draft stays local until you run a scan.

  • Fewer notes that matter
  • Teach it once and reduce repeat noise
  • Stay inside the manuscript while you revise
Chapter 7 3 findings worth attention

Mara kept the lantern low as she crossed the ruined nave. The glass underfoot gave back almost no sound. At the altar she stopped, not because of the body, but because of the impossible neatness of it. Someone had arranged the dead boy's hands.

The first time she saw Daniel after the fire, he smiled in It made her distrust the kindness before she trusted the grief.

Outside, bells were already starting.

Try it freeno API key needed, start reading in minutes
Revision onlybuilt for draft two through final
Fewer, smarter notesteach what is intentional and reduce repeat noise
Your data, your controlmanuscript stays local, bring your own key if you want
How it works

Scan, decide, teach, continue.

Kaizen isn't scoring your prose. It's learning how your manuscript should be read. The loop is simple: surface the few notes worth attention, respond once, and let the next pass get quieter.

Chapter 7 scan

Mara kept the lantern low as she crossed the ruined nave. The glass underfoot gave back almost no sound.

The first time she saw Daniel after the fire, he smiled in exactly the same way and she distrusted the kindness before she trusted the grief.

Outside, bells were already starting. Not an alarm. A welcome.

Before: AI flags a passage Click a response to see what happens

She kept walking past the chapel entrance, where someone had left candles burning in glass jars.

She smiled the way people do when they have already forgiven themselves. The warmth in her expression was aimed at no one in particular.

It was a small chapel. The kind of place that always smelled like stone.

Voice: This sharpens character judgment while potentially flattening ambiguity. Worth attention, but not necessarily wrong.

Dictionary: "This narrator makes fast moral judgments, intentional"
What happens next Choose a response

Every response teaches the system something different.

Click Explain why, Got it, or Later on the left. Each one shapes how the AI reads future passages. That is the Kaizen loop: small decisions now, cleaner scans later.

  • Teach: the AI remembers your intent across every future scan
  • Got it: the mark resolves and similar noise drops to almost nothing
  • Later: the passage is saved for when you are ready to deal with it
How the teach loop works
14

notes from the first scan across a chapter

3

intentional patterns taught: a repeated metaphor, a character's dialect, a deliberate fragment

6

notes on the next scan. Only the ones worth your attention remain.

What revision feels like

A first reader, not a co-author.

Kaizen reads what is already on the page. It keeps the manuscript at the center, surfaces notes in plain editorial language, and adapts when you explain what is deliberate.

Notice what matters

The scanner marks only the passages worth another look: pacing, repetition, continuity, voice. Not a wall of generic AI feedback.

Open one note, make a decision, and keep reading.

Stay in the manuscript

Hover for the table of contents, jump chapters, filter marks, and keep your place. The interface stays quiet so revision still feels like reading.

Move fast without turning the book into software management.

Teach it once

When a line break, repeated image, broken grammar, or sharp judgment is intentional, explain it once. Future scans reuse that context instead of arguing with you again.

That is the difference between an AI tool that talks and one that learns.

Voice
The fragmented sentence structure here breaks expected flow. Three short beats followed by silence reads as incomplete rather than intentional.
Your explanation
This is how Ryan counts. Fragmented, compulsive. It is his voice. Never flag short staccato sentences in his POV chapters.
D Got it T Explain why F Later
Who it's for

Fiction writers revising real drafts.

Kaizen fits the stretch after draft one and before an editor or beta reader sees the manuscript. It's for writers who want higher-signal feedback without flattening voice.

  • Novels, novellas, and short fiction in revision
  • Indie authors doing their own revision passes
  • Writers who want fewer notes, not more
  • Authors who want help without sounding less like themselves

Where it fits

  • Before your editor or beta readers see the pages
  • During the revision passes where voice and pacing matter most
  • Alongside your own judgment, not instead of it
  • Inside the manuscript, without workspace clutter

Narrow on purpose: a better first reader for revision.

Trust

Your draft stays local until you ask Kaizen to read it.

Writers need a product that's clear about where manuscript text lives, when it gets sent, and what happens in between.

Local manuscript state

Your manuscript, marks, and dictionary stay in your browser. Kaizen doesn't keep a server-side copy of your draft.

Explicit request path

When you run a scan or interpretation, only the relevant text is sent over HTTPS through a stateless proxy to the provider you chose.

Your API key

Your key stays in browser storage and is used only for the request you triggered. It's not kept in a server-side database.

Easy to inspect

You can always see what was flagged, what you taught it, and what got dismissed. No hidden background passes. No mystery state.

WhatWhere
Manuscript, marks, dictionary, settingsStored locally in your browser
Relevant chapter text for scansSent on request through a stateless proxy
Full manuscript, API keys, browsing dataNever stored server-side
FAQ

Common questions

Does Kaizen write for me?

No. It reads the manuscript you already wrote and points to places worth another look. You decide what to change.

Is this replacing editors or beta readers?

No. It helps you do a stronger revision pass before your pages go to other humans. It's a first reader, not the final authority.

How is this different from other AI writing tools?

Most AI tools show up during drafting. Kaizen shows up during revision. It focuses on reading your existing manuscript, then reducing repeat noise as it learns your intent.

Will it keep flagging choices I already explained?

That is the point of the teach loop. Explain an intentional choice once and future scans should get quieter around it.

Do I need my own API key?

No. The free tier is hosted and ready to use. You can start reading without configuring anything. Bringing your own key is an option for writers who want a different provider or unlimited use.

What kinds of fiction is this for?

Novels, novellas, and short fiction in revision. Best for draft two through final. This isn't a first-draft tool and not a grammar checker.

Does it read the whole book at once?

It reads chapter by chapter, with marks persisted across the full manuscript. A cross-chapter summary is available on the Pro tier.

What happens to my text when I scan?

The relevant chapter is sent through a stateless proxy to the AI provider. Nothing is stored server-side. Your full manuscript never leaves your browser unless you ask for a scan.

How much does it cost?

The free tier includes generous limits for scanning and reading. Pro is $20 a month for heavier use and stronger readings. Or bring your own API key for unlimited use at your provider's cost.

Is this useful before or after a human editor?

Before. It helps you do a stronger revision pass so your pages arrive cleaner when they reach other humans.

Start reading

Your draft doesn't need more AI writing. It needs better AI reading.

Enter your email and start reading in minutes. Free tier included.