1percentbetter

Hey Product Hunt! 👋 I built 1percentbetter because I love learning and I was spending weeks falling into learning rabbit holes. You know the drill - Reddit search for "best books to learn X," find a highly upvoted recommendation, read 3 chapters, realize it's either too basic, too advanced, or just rehashing the same concepts from the last book you tried. What makes this different from just Googling or using Goodreads? 1. AI Content Intelligence: Instead of popularity-based recommendations, our AI analyzes content depth, uniqueness, and learning progression to eliminate duplicate concepts across sources. 2. Learning Architecture: We don't just give you a list - we create structured paths with 4 depth levels (20min overviews to 2-hour deep dives) based on your available time and expertise. 3. Progress Validation: Instant AI summaries after each milestone ensure you're actually retaining and building on concepts, not just consuming content. What I'm most proud of: We've eliminated the "learning waste" that costs ambitious professionals months of scattered effort. No more starting books you'll abandon or wondering if you're learning the right things in the right order. Try it free - would love your feedback on how we can make systematic learning even better! 🚀