[Meta] AI Content Review Workflow

Created on 9 September 2025, about 1 month ago

Goals & Guiding Principles

Provide a native Drupal way to review content with the help of AI through an intuitive user interface. This functionality should integrate seamlessly with Drupal's existing content management workflows while offering AI-powered assistance for common editorial tasks.

Key principles:

Examples include AI-powered content rating systems, automated suggestions for guideline compliance, content flagging for review, brand voice consistency checks, and legal/regulatory compliance screening.
Base functionality concept demonstrated at: https://workflows-of-ai.com/workflow/pre-moderate-content

MVP Functionality

Content Moderation Integration

  • Create a Drupal Recipe that utilizes Drupal's existing Content Moderation system
  • Configure AI-specific review states (e.g., "AI Review Pending", "AI Approved", "AI Flagged for Human Review") and transitions within standard content moderation workflows
  • Integrate AI review results into moderation history and audit trails

Example Workflow Recipes

  • Provide 2-3 pre-configured Drupal Recipes demonstrating common use cases:
  • Rating-based content review using configurable criteria
  • Content improvement suggestions based on style/brand guidelines
  • Automated rejection/flagging based on compliance rules

Permissions and Roles

Define permissions for AI review functionality
Create example editorial roles with appropriate AI review permissions
Ensure proper access control for AI review configuration and results

Editorial Interface

  • Provide intuitive administrative interfaces for configuring AI review workflows
  • Create editorial dashboards showing AI review results and recommended actions
  • Design and implement user-friendly displays for AI feedback, suggestions, and ratings
  • Include mechanisms for human editors to accept/reject AI recommendations

Post MVP Functionality

  • Add batch operation functionality to review multiple pieces of content simultaneously
  • Implement parallel AI review processing to run multiple review types concurrently on the same content
  • Create advanced reporting and analytics for AI review performance and trends
  • Add feedback loops to improve AI review accuracy over time
  • Develop integration APIs for external AI services and review tools

Out of scope

TBD

More ideas

TBD

Next Steps

  • Review MVP functionality
  • Collect additional ideas
  • Staff implementation team
  • Implement version 1
🌱 Plan
Status

Active

Component

Planning

Created by

🇩🇪Germany breidert

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