Fast decision
0–100 cover readiness score
See one score plus separate visual, readability, layout and technical-risk sections.
Upload the front cover or full wrap, add the trim size and print details, and get a KDP-focused 0–100 score with a prioritized designer brief. This is a review assistant, not an Amazon approval guarantee.
KDP Cover Score GPT
One-time access · opens in ChatGPT
See the upgrade in action
The current report checks the book interior
A strong manuscript score cannot catch a clipped title, weak thumbnail contrast, unreadable subtitle, spine mismatch or artwork that lands too close to a trim edge. Cover Score GPT adds that missing review before upload.
Fast decision
See one score plus separate visual, readability, layout and technical-risk sections.
Two review modes
Review a front image by itself or provide trim, page count, paper and bleed details for a fuller wrap review.
Actionable output
Turn every warning into an ordered change request you can apply yourself or send to a designer.
No false certainty
The GPT distinguishes what it can inspect visually from specifications that still require KDP Previewer or a source file.
Side-by-side
KDP Cover Score GPT
One-time access · opens in ChatGPT
Questions before you decide
No. It is an earlier review layer. Always use KDP Previewer and Amazon’s final upload checks before publishing.
Upload a clear cover image. For a full wrap, also provide trim size, page count, paper type and bleed choice so the GPT can ask the right specification questions.
The core deliverable is a scored review and an ordered designer brief. It may suggest directions, but it does not promise a production-ready replacement cover.
Yes. Custom GPTs run inside ChatGPT, so the buyer must sign in to a ChatGPT account to use the shared GPT.
Your private access link is delivered on the WarriorPlus receipt or thank-you page immediately after the matching purchase. The public upgrade page never exposes the GPT link.