القراء بالذكاء الاصطناعي

Overall + Kindle viability prediction

قراءة 3 دقيقة

The "Overall prediction" + "Kindle viability" at the top tell you in a paragraph and a few charts how the book performs with readers.

AI Beta Readers Reading History — "Overall + Kindle prediction" is the top summary section of each report

Overall prediction

Three charts:

1 · Completion rate

"M of N personas finished the book"

  • Pie: finished / dropped midway / barely started
  • 80%+ is high

2 · Drop distribution

Which chapter / passage is the spike for drops:

  • Bar chart of per-chapter drop rates
  • Peaks are usually "weak opening setup / middle loses momentum / abrupt turn"

3 · Emotion distribution

For readers who finished:

  • Liked ▓▓▓▓▓ 60%
  • Confused ▓▓▓ 25%
  • Bored ▓ 10%
  • Surprised / impressed ▓ 5%

Kindle viability prediction

Three levels:

Level Meaning
High High chance of top 100 in category, week one
Medium Depends on marketing, cover, title
Low Content has retention issues

Considers:

  • Opening hook
  • Category fit (differentiation vs peers)
  • Overall completion
  • Title / cover (if provided)

Not absolute

This is directional, not certainty — AI can't fully simulate market behaviour. The most useful signal is delta: revise, rerun, see if the prediction moves up.

Related

Was this helpful?