Category Tagger - Client Heuristics Genre Guesser

Instantly analyze any title and guess its most likely genre using fast keyword heuristics. All processing happens directly in your browser for complete privacy.

About the Tool

This tool uses lightweight client-side heuristics to analyze the words inside a title and estimate the most relevant genre. It never sends your text to any server. Everything runs locally in your own browser.

Key Benefits of Using This Tool

• 100% private in-browser computation
• No account or installation required
• Instant results with zero network latency
• Works offline after page load
• Simple and transparent logic
• Mobile friendly and responsive

Features of This Tool

• Real-time keyword based genre detection
• Multiple category suggestions
• History tracking during session
• Zero data storage on external servers
• Optimized for speed and efficiency
• Clean, distraction-free interface

Use Cases of This Tool

• Bloggers organizing article topics
• Content managers tagging posts
• Developers prototyping classification systems
• Writers categorizing headlines
• SEO specialists grouping content themes
• Students learning about text heuristics

Fun Fact

Simple keyword heuristics like the ones used here powered many early recommendation systems on the internet before advanced machine learning became mainstream.

Historical Context

Genre detection and automatic tagging began decades ago with rule- based systems in libraries and early search engines. Before modern artificial intelligence, software relied heavily on keyword lists and pattern matching to classify documents. Even today, fast heuristic methods remain popular because they are transparent, efficient, and easy to run locally without complex infrastructure.