Prose Books · Research Ops
KDP Niche Validation Workbench
The decision engine behind Rocket, KDSpy and BookBeam — the math and the go/no-go logic. Bring the numbers (type them, or copy from a KDSpy export); the bench does the thinking.

Prose Books · Research Ops

KDP Niche Validation Workbench

The decision engine behind the major KDP research tools — the math and the go/no-go logic. Bring the numbers (type them, or copy from a KDSpy export); the bench does the thinking.

BSR-to-sales figures are industry approximations, not Amazon-published data — calibrate against a live tool. This bench analyses data you enter; it does not pull live Amazon listings.

Prose Books · Research Ops
Category Benchmark Finder
Pick an Amazon book category, jump straight to its top books, then profile the leaders' BSR, sales, revenue and demand. The gather-and-measure companion to the Niche Scorer.

Category Benchmark Finder — Prose Books
Prose Books · Research Ops

Category Benchmark Finder

Pick an Amazon book category, jump straight to its top books, then profile the leaders' BSR, sales, revenue and demand. The gather-and-measure companion to the Niche Scorer.

Step 1 · Choose a category

Jump to the top books

A browser on your site can't auto-pull Amazon's data, so this opens the category's books in a new tab. Copy that page into the box below and Scan & fill grabs the numbers; BSR sits on each product's detail page.
Step 2 · The top books

Enter the category leaders

BSR usually lives on each product's detail page — add it by hand if the paste doesn't include it.
Estimates are industry approximations from BSR, not Amazon-published figures, and revenue is gross at list price (royalty is a fraction of that). This tool measures data you provide; it does not pull live Amazon listings.

Prose Books · Research Ops
Revenue Goal Planner
Reverse-engineer an income target into a concrete number of books and a timeline. Built on Peter's "$30K a month isn't hard" math: monthly profit = earning books × average profit per book — so the goal becomes arithmetic, not luck.

Revenue Goal Planner — Prose Books
Prose Books · Research Ops

Revenue Goal Planner

Reverse-engineer an income target into a concrete number of books and a timeline. Built on Peter's "$30K a month isn't hard" math: monthly profit = earning books × average profit per book — so the goal becomes arithmetic, not luck.

Step 1 · Your goal

The target

A realistic monthly profit for a book that actually sells — not your best title, your typical earner.
Not every book you publish will earn. 50–70% is a realistic working range.
Step 2 · Where you are now

Your starting point

Your realistic production cadence — sets the timeline to your goal.
A planning model, not a forecast — it assumes your average profit per book and earn rate hold as you scale. Real results vary by niche, season, and ad spend. Use it to size the goal and pick the game you're playing.

Prose Books · Research Ops
Series Expansion Grid
Turn one winning book into a shelf you own. Vary it along Audience × Mechanism × Format — the Driven Publishers expansion grid — and generate your next batch of candidate books, each inheriting the proven winner's credibility and cross-sell.

Series Expansion Grid — Prose Books
Prose Books · Research Ops

Series Expansion Grid

Turn one winning book into a shelf you own. Vary it along Audience × Mechanism × Format — the Driven Publishers expansion grid — and generate your next batch of candidate books, each inheriting the proven winner's credibility and cross-sell.

Step 1 · The winner

Your anchor book

Step 2 · Add variations

The three axes

New audiencesWho else has this exact problem?
New mechanismsWhat other method solves it?
New formatsHow else do they want it delivered?
Generated concepts are working titles — refine the wording, then validate each with the Niche Scorer and Category Benchmark Finder before committing production time. Expand from a proven winner, not a guess.

Prose Books · Research Ops
"Great Book" Readiness Scorer
A pre-build audit against Andrey's five secrets of a great book and Peter's three review questions. Work the checklist before you produce anything — it scores readiness and hands you the exact gaps to close.

Prose Books · Research Ops

“Great Book” Readiness Scorer

A pre-build audit against Andrey's five secrets of a great book and Peter's three review questions. Work the checklist before you produce anything — it scores readiness and hands you the exact gaps to close.

The audit

Six marks of a great book

A judgment aid, not a guarantee — it structures the call, you make it honestly. Validate the demand marks with the Niche Scorer and the series mark with the Series Expansion Grid.

Prose Books · Research Ops
Catalog Portfolio Dashboard
Health-check your whole catalog at once. Paste your titles with their BSR and price, and see total estimated income, which books actually earn vs. sit dead, and how concentrated your revenue is — the manual's "never bet the business on one book" rule, made visible.

Catalog Portfolio Dashboard — Prose Books
Prose Books · Research Ops

Catalog Portfolio Dashboard

Health-check your whole catalog at once. Paste your titles with their BSR and price, and see total estimated income, which books actually earn vs. sit dead, and how concentrated your revenue is — the manual's "never bet the business on one book" rule, made visible.

Step 1 · Import your catalog

Paste your titles

One book per line: Title, BSR, Price — separated by commas or tabs (paste straight from a spreadsheet). A header row is fine; price can include a $.

Estimates are BSR-based approximations, not Amazon figures; royalty is the rate you set applied to gross at list price. Use the dashboard to spot dead weight and concentration risk, then dig into specific titles with the Niche Scorer and Category Benchmark Finder.

Prose Books · Research Ops
Ad Break-Even / ACOS Calculator
Brian Chang's discipline, made into numbers: ads amplify a good book, they don't rescue a bad one. Find the ACOS where you stop making money, the target ACOS for the margin you want, and the maximum bid that still profits at your conversion rate.

Ad Break-Even / ACOS Calculator — Prose Books
Prose Books · Research Ops

Ad Break-Even / ACOS Calculator

Brian Chang's discipline, made into numbers: ads amplify a good book, they don't rescue a bad one. Find the ACOS where you stop making money, the target ACOS for the margin you want, and the maximum bid that still profits at your conversion rate.

Step 1 · Book economics

Your numbers

What you actually earn per sale, after Amazon's cut and any print cost.
From your Amazon Ads report: orders ÷ clicks. Book campaigns often run 5–15%.
Step 2 · Target & campaign check

Your goal

0% = break even on ad sales. Higher = more profit kept, so a lower target ACOS.
Check a live campaign (optional)
Pull these straight from a campaign's report to see if it's actually profitable.
A planning model — your real conversion rate, organic halo, and KENP read-through all shift the true picture. ACOS is measured against sale price, but your margin is the royalty, which is why break-even ACOS ≈ your royalty rate. Amazon's exact delivery fee isn't modeled.

Prose Books · Research Ops
TikTok Shop Profit Calculator
The economics behind "max the winner." Once a book takes off on TikTok Shop, the move is to pour creators, samples and ad spend into that one proven title — but only if the per-unit margin survives the fees. This shows what's left after print, shipping, platform cut, and creator commission, and what it earns at scale.

TikTok Shop Profit Calculator — Prose Books
Prose Books · Research Ops

TikTok Shop Profit Calculator

The economics behind "max the winner." Once a book takes off on TikTok Shop, the move is to pour creators, samples and ad spend into that one proven title — but only if the per-unit margin survives the fees. This shows what's left after print, shipping, platform cut, and creator commission, and what it earns at scale.

Step 1 · Unit economics

Per-book costs

Platform fee is TikTok Shop's referral + transaction cut (varies, often ~6–9%). Commission is what you pay affiliates on each sale — the lever you set to recruit creators.
Step 2 · Seeding, ads & volume

The push

A planning model — TikTok Shop fee structures change, commission is what you set, and real sample-to-sale conversion varies widely. Returns, refunds, and free-shipping thresholds aren't modeled. Use it to check a title clears the margin bar before you pour spend into it.
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