ai_sorting

This module is part of the RL module ecosystem and included in DXPR CMS.

Advanced A/B testing for content optimization. Automatically tests all your content simultaneously using Thompson Sampling machine learning to surface winners while giving new content fair exposure.

You need AI Sorting if

• You want to A/B test your content without manual setup
• You need to test dozens or hundreds of content pieces simultaneously
• You want content optimization that adapts automatically
• You need to balance promoting winners with discovering new high-performers

Features

• Thompson Sampling algorithm for intelligent A/B testing:
  • Multi-variant testing of unlimited content pieces
  • Zero setup - no manual configuration or statistical analysis
  • Continuous learning with automatic winner promotion
  • Fair exposure for new content
• Universal entity support (nodes, users, taxonomy terms, media, custom entities)
• Views integration - simple sort plugin for any Views-compatible data source
• Time-based filtering for seasonal/campaign content
• Performance optimized with configurable caching
• Privacy-first JavaScript tracking - only anonymous statistics, GDPR compliant

Post-installation

1. Install and enable the RL (Reinforcement Learning) module
2. Configure permissions at /admin/people/permissions
3. Edit any View display and add "AI Sorting" as the only sort criteria
4. Save - content optimization begins immediately

Prefer a turnkey demo site?

Spin up DXPR CMS—Drupal pre-configured with DXPR Builder, DXPR Theme, AI Sorting module, and security best practices.

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Security & Privacy

• GDPR Compliant - Only anonymous interaction statistics are collected
• No Personal Data - No user identification, cookies, or tracking of individuals
• Local Data Storage - All data stays on your Drupal site, no external services

Additional requirements

This module requires:

• RL (Reinforcement Learning) module