KDP Niche Scorer FAQs

Question 1

What kind of competitor data does KDP Niche Scorer provide?

Accepted Answer

For any given keyword, the tool retrieves data for the top Kindle search competitors. This includes their Best Seller Rank (BSR), price, review count, page count, and estimated monthly revenue, offering a detailed overview of the competitive landscape.

Question 2

How does KDP Niche Scorer determine a niche's viability score?

Accepted Answer

The tool uses a comprehensive scoring formula based on several factors: Demand (share of top sellers), Competition (median review count), Pricing (average price in a sweet spot), Indie + Recency (bonuses for indie books and recent publications), and a penalty for Top-3 Dominance. These factors combine to give an overall score from 0-100.

Question 3

Is there a free version available to try KDP Niche Scorer?

Accepted Answer

Yes, KDP Niche Scorer offers a Free tier that includes 5 requests per day, which is sufficient to score a couple of niches per session. For more active authors, Pro ($9/mo) and Author ($29/mo) plans are available with increased daily request limits.

Question 4

What is KDP Niche Scorer and how does it help KDP authors?

Accepted Answer

KDP Niche Scorer is an AI-native tool that evaluates Amazon KDP book niches by analyzing keywords for BSR, competitor count, review velocity, and estimated sales. It provides an opinionated 0-100 market viability score, helping authors pick profitable niches with real data, not just 'vibes'.

Question 5

Can KDP Niche Scorer integrate with AI agents like ChatGPT or Claude?

Accepted Answer

Yes, KDP Niche Scorer is designed for seamless integration with popular AI agents such as Claude, ChatGPT, and Cursor. This allows you to automate your niche research workflow, feeding keywords to your AI agent and receiving data-driven niche recommendations directly.

KDP Niche Scorer

KDP Niche Scorer

Key Features

Use Cases

Key Features

Use Cases