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Categorization Engine

Every Domain
Classified & Categorized

Our domain categorization engine maintains a continuously updated database of over 90 million domains, each assigned to one or more of 58 filtering categories with industry-leading accuracy through ML classification and human expert review.

Explore the Database
90M+
Domains Classified
58
Content Categories
99.4%
Classification Accuracy

How Domain Categorization Works

Our multi-stage classification pipeline combines automated machine learning analysis with human expert review to deliver categorization you can trust.

1

Domain Discovery & Crawling

Our web crawlers continuously discover new domains from certificate transparency logs, DNS zone files, web spidering, and partner data feeds. Every newly registered domain is queued for classification within minutes of appearing in global DNS records.

2

Content Extraction & Analysis

Each domain undergoes deep content analysis including full-page rendering, text extraction, image analysis with computer vision, metadata inspection, and link graph evaluation. We examine the complete content footprint to ensure accurate classification.

3

ML Classification Engine

Our ensemble of machine learning models processes extracted features through natural language processing, image classifiers, and behavioral analysis algorithms. The system assigns categories with accuracy scores, flagging borderline cases for human review.

4

Human Expert Review

A dedicated team of content analysts reviews domains flagged by the ML pipeline, validates samples from each category, and handles recategorization requests. This human layer catches edge cases that automated systems alone might miss.

5

Multi-Category Assignment

Domains often span multiple content types. A news site may also contain advertising, social media integration, and streaming content. Our system assigns multiple categories when warranted, giving administrators granular control over filtering behavior.

6

Continuous Re-evaluation

Domain content changes over time. Our system re-crawls and re-evaluates domains on a rolling schedule, with higher-risk categories checked more frequently. Compromised legitimate domains are reclassified within minutes of detection.

90M+
Domains in Database
250K+
New Domains Daily
58
Content Categories
<5ms
Lookup Latency

Categorization Engine Features

Built for accuracy and speed, our classification system sets the standard for DNS-layer content filtering.

ML-Powered Classification

Ensemble of transformer models, convolutional neural networks, and gradient-boosted classifiers analyze text, images, metadata, and behavioral signals to determine domain categories with 99.4% accuracy.

Human Review Pipeline

Borderline classifications are routed to expert analysts who validate or correct the ML output. This hybrid approach combines machine speed with human judgment to handle nuanced content decisions.

Multi-Category Support

Domains are assigned all relevant categories, not just a primary one. Social media platforms may carry categories for social networking, streaming media, advertising, and messaging simultaneously.

Continuous Updates

The classification database is updated continuously throughout the day. New domains are classified within minutes. Existing domains are re-evaluated on rolling schedules to detect content changes and compromises.

Recategorization Requests

Administrators can submit recategorization requests through the portal or API. Requests are reviewed within 4 hours during business days, with emergency security recategorizations handled within 30 minutes.

Global Language Coverage

Our NLP models support classification of domains in over 180 languages including CJK character sets, Arabic, Cyrillic, and other non-Latin scripts. Coverage extends to IDN domains and punycode encodings.

Unmatched Database Coverage

With over 90 million domains classified and growing by 250,000+ every day, our categorization database is one of the largest and most comprehensive in the web filtering industry. Coverage spans every top-level domain including new gTLDs, ccTLDs, and specialty extensions.

Unlike competitors who rely solely on automated crawlers, we augment our discovery pipeline with data from certificate transparency logs, passive DNS telemetry, domain registration feeds, and content classification partnerships. This ensures new domains are discovered and classified before they can be used for malicious purposes.

For domains not yet in our database, our real-time classification engine analyzes the domain on-the-fly during the DNS lookup, returning a category decision in under 50 milliseconds. No domain goes uncategorized.

1,400+

TLDs Covered

180+

Languages Supported

4hr

Recat Response Time

50ms

Real-Time Classify

Test Our Categorization Accuracy

Look up any domain and see how our engine classifies it. Try our free domain lookup tool or integrate with our API for bulk classification queries.

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