What is Content-Based Filtering?
We recommend books based on their content — categories, topics, and what you’ve shown interest in. For example, if you liked Atomic Habits (Self-Improvement), you may also like:

Deep Work
Similar topics: Focus, Habit-Building

Show Your Work
Related themes: Productivity, Career Growth
System Diagram
Here’s a simplified visual of how our recommendation engine works:

Why It Matters
- Helps users find books they’re more likely to enjoy based on their interests.
- Increases user engagement and satisfaction by providing personalized suggestions.
- Drives return visits and boosts conversions by recommending new content.
Industry Examples
Amazon uses similar systems to suggest books based on your previous searches and purchases, while Goodreads recommends books based on genres you follow and ratings you've given.