Capture
User uploads a clear photo of a book cover.
PHOTO → BOOK DISCOVERY
Upload a photo of a bookshelf. Bookshelf Recommender identifies the book, understands its themes, and suggests titles you may enjoy next.
JPG, PNG or WEBP · up to 10 MB
HOW IT WORKS
User uploads a clear photo of a book cover.
OCR/vision extracts title, author and ISBN when available.
Book metadata is enriched with subjects, descriptions and related works.
An AI ranking layer produces explainable recommendations.
EXAMPLE RESULTS
A recommendation based on atmosphere, immersive world-building and a touch of mystery.
A strong match for readers drawn to strange worlds, discovery and literary fantasy.
A thematic match for readers who like character-driven stories and unusual settings.
RECOMMENDED MVP STACK
HTML/CSS/JavaScript or Bootstrap
Hostinger + PHP backend
Google Books + Open Library
OpenAI vision or Google Cloud Vision
LLM + deterministic ranking rules
GA4 + privacy-conscious event tracking