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About BookLooky

Empowering families with transparent, spoiler-free book content information

What is BookLooky's mission?

At BookLooky, our mission is to make every reading experience safe, informed, and joyful. We deliver free content ratings to readers worldwide while equipping authors and publishers with authoritative, printable Looky ratings — building a more transparent and connected book world for everyone.

No judgment, no spoilers. Just information so you can decide.

Our core values are:

  • Transparency - Clear, objective information about content themes
  • Non-judgment - We inform, never restrict or censor
  • Spoiler-free - Ratings reveal themes without plot details
  • Accessibility - Free for all readers, always

How are LRS ratings created?

AI-Powered Analysis

Our system uses a custom designed AI, an advanced language model, to analyze books. The AI examines:

  • Book descriptions and synopses
  • Publisher information and categories
  • Genre classifications
  • Common Sense Media standards and age-appropriate content guidelines

The Analysis Process

Step 1: AI Analysis

Our custom designed AI analyzes the book against six Content Intensity categories and four Story Themes, providing detailed ratings and age recommendations with confidence scores.

Step 2: Quality Review

Ratings with low confidence scores or user reports are flagged for expert manual review to ensure accuracy.

Step 3: Continuous Learning

User feedback and manual reviews help us continuously improve the AI's accuracy and understanding of nuanced content.

The LRS Categories

Each book is scored 0–5. Content Intensity scores (Violence, Romance, Mental Health, Language, Substance Use, Fear) reflect strength and frequency. Story Theme scores (Fantasy, LGBTQ+ Representation, Sci-Fi, Disability) measure how central that theme is to the plot — they are presence indicators, not warnings.

💥
Violence
Physical conflict, fighting, weapons, graphic content
❤️
Love & Romance
Romantic relationships, kissing, sexual content
🧠
Mental Health
Depression, anxiety, trauma, psychological themes
💬
Language
Profanity, strong language, crude humor
🍷
Substance Use
Alcohol, drugs, smoking, addiction themes
😨
Fear
Horror, terror, scary situations, suspense
Fantasy
Magic, supernatural elements, fantasy creatures — a story theme, not a warning
🌈
LGBTQ+ Representation
How prominently LGBTQ+ characters, relationships, or identity themes appear — a presence indicator, not a warning
🚀
Sci-Fi / Futuristic
Futuristic technology, space, aliens, robots — a story theme, not a warning
Disability & Neurodiversity
Disability, chronic illness, or neurodiversity representation — a presence indicator, not a warning

Age Recommendations

Our AI determines age recommendations using a sophisticated multi-factor analysis:

  • Content intensity across the six Content Intensity categories
  • Vocabulary complexity and reading level
  • Theme maturity and emotional depth
  • Publisher age recommendations
  • Category classifications (Picture Book, Middle Grade, YA, etc.)

Books are assigned to one of four age brackets: 4+, 8+, 13+, or 18+.

Our Commitment to Objectivity

We are committed to providing objective, non-judgmental information. Our ratings describe what's in a book—not whether it's "good" or "bad." Different families have different values and comfort levels, and we respect that diversity.

We do not:

  • Advocate for banning or censoring books
  • Make moral judgments about content
  • Recommend or prohibit books for specific families
  • Allow commercial influence on ratings

We simply provide the information families need to make their own informed decisions.

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