Recommendation & Ranking

{
  "id": "recommendation_ranking",
  "category_id": "processing",
  "title": [
    {
      "locale": "en",
      "value": "Recommendation & Ranking"
    }
  ],
  "description": [
    {
      "locale": "en",
      "value": "AI systems that suggest or order items for a person — services, listings, news, wayfinding options — based on preferences, behavior, or similarity to other people. Includes collaborative filtering, content-based recommenders, and learned ranking. Personalizes what each person sees from the same underlying catalog."
    }
  ],
  "authoring_guidance": [],
  "examples": [],
  "sources": [],
  "symbol_id": "processing_recommendation-systems",
  "variables": [
    {
      "id": "additional_description",
      "label": [
        {
          "locale": "en",
          "value": "Description"
        }
      ],
      "required": false
    }
  ],
  "shape": "circle",
  "icon_variants": [
    "default",
    "dark"
  ]
}