DatingPlatform

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "@context": [
    "https://schemas.meta-aiml.org/v3.0.0/context.jsonld"
  ],
  "@id": "https://schemas.meta-aiml.org/v3.0.0/entity/dating_platform.json",
  "$id": "https://schemas.meta-aiml.org/v3.0.0/entity/dating_platform.json",
  "@type": "DatingPlatform",
  "schemaVersion": "3.0.0",
  "aimlVersion": "3.0.0",
  "title": "Dating Platform Entity Schema",
  "description": "v3 schema for social dating platforms where graph-based user interactions are primary, with optional monetization layers for boosts and premium matchmaking features.",
  "examples": [
    {
      "description": "Mobile dating app with profile matching, in-app chat, and premium boosts",
      "reference": "dating_platform_example_mobile"
    },
    {
      "description": "Safety-first dating platform with verification workflows and moderation tooling",
      "reference": "dating_platform_example_safety"
    }
  ],
  "type": "object",
  "additionalProperties": false,
  "allOf": [
    {
      "$ref": "../ontology/digital_entity.json"
    },
    {
      "$ref": "../archetypes/network_graph.json"
    }
  ],
  "properties": {
    "@type": {
      "const": "DatingPlatform"
    },
    "ontologicalMode": {
      "const": "DigitalEntity"
    },
    "interactionArchetype": {
      "type": "array",
      "contains": {
        "const": "NetworkGraph"
      },
      "items": {
        "type": "string",
        "enum": [
          "NetworkGraph"
        ]
      }
    },
    "domain": {
      "const": "Social"
    },
    "businessModel": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "Freemium",
          "Subscription",
          "InAppPurchases"
        ]
      }
    },
    "deliveryFormat": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "MobileApp",
          "WebApp"
        ]
      }
    },
    "name": {
      "$ref": "../components/multilingual_format.json#/$defs/LocalizedText"
    },
    "description": {
      "$ref": "../components/multilingual_format.json#/$defs/LocalizedText"
    },
    "shortDescription": {
      "type": "string"
    },
    "url": {
      "type": "string",
      "format": "uri"
    },
    "foundingDate": {
      "type": "string",
      "format": "date"
    },
    "properties": {
      "type": "object",
      "properties": {
        "matchingModel": {
          "type": "string",
          "enum": [
            "swipe",
            "compatibility",
            "hybrid"
          ]
        },
        "supportsIdentityVerification": {
          "type": "boolean"
        },
        "supportsSafetyCheckins": {
          "type": "boolean"
        },
        "profileModerationMode": {
          "type": "string",
          "enum": [
            "manual",
            "ai_assisted",
            "hybrid"
          ]
        },
        "monetizationLayer": {
          "type": "string",
          "enum": [
            "premium_tiers",
            "boosts",
            "hybrid"
          ]
        }
      }
    },
    "capabilities": {
      "type": "object",
      "required": [
        "interaction",
        "content",
        "community"
      ],
      "properties": {
        "interaction": {
          "$ref": "../components/capability_groups.json#/$defs/InteractionCapabilities"
        },
        "content": {
          "$ref": "../components/capability_groups.json#/$defs/ContentCapabilities"
        },
        "community": {
          "$ref": "../components/capability_groups.json#/$defs/CommunityCapabilities"
        },
        "commerce": {
          "$ref": "../components/capability_groups.json#/$defs/CommerceCapabilities"
        },
        "financial": {
          "$ref": "../components/capability_groups.json#/$defs/FinancialCapabilities"
        }
      }
    },
    "modules": {
      "type": "object",
      "properties": {
        "matchingEngine": {
          "type": "object",
          "properties": {
            "preferenceScoringEnabled": {
              "type": "boolean"
            },
            "recommendationRefreshWindowHours": {
              "type": "integer",
              "minimum": 1
            },
            "coldStartHandlingEnabled": {
              "type": "boolean"
            }
          }
        },
        "trustAndSafety": {
          "type": "object",
          "properties": {
            "abuseReportingEnabled": {
              "type": "boolean"
            },
            "imageModerationEnabled": {
              "type": "boolean"
            },
            "incidentEscalationWorkflowEnabled": {
              "type": "boolean"
            }
          }
        },
        "premiumFeatures": {
          "type": "object",
          "properties": {
            "boostsEnabled": {
              "type": "boolean"
            },
            "superLikesEnabled": {
              "type": "boolean"
            },
            "priorityDiscoveryEnabled": {
              "type": "boolean"
            }
          }
        }
      }
    },
    "structuralMetadata": {
      "type": "object",
      "properties": {
        "topology": {
          "const": "many_to_many"
        },
        "roles": {
          "const": [
            "user",
            "user"
          ]
        },
        "valueSource": {
          "const": "user_generated"
        },
        "transactionFlow": {
          "const": "peer_to_peer"
        },
        "networkEffects": {
          "const": "same_side"
        },
        "monetizationOverlay": {
          "type": "string",
          "enum": [
            "optional",
            "integrated",
            "tiered"
          ]
        }
      }
    },
    "targetAudience": {
      "type": "array",
      "items": {
        "type": "string"
      }
    },
    "siteCapabilities": {
      "type": "object",
      "properties": {
        "supportedDevices": {
          "type": "array",
          "items": {
            "type": "string",
            "enum": [
              "desktop",
              "mobile",
              "tablet"
            ]
          }
        },
        "languages": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "accessibilityFeatures": {
          "type": "array",
          "items": {
            "type": "string"
          }
        }
      }
    }
  },
  "required": [
    "@type",
    "ontologicalMode",
    "interactionArchetype",
    "domain",
    "name",
    "description",
    "deliveryFormat",
    "capabilities",
    "structuralMetadata",
    "modules"
  ],
  "validationMetadata": {
    "schemaVersion": "3.0.0",
    "phase": "entity",
    "status": "draft",
    "lastValidated": "2026-02-20T12:00:00Z",
    "validator": "META-AIML QA"
  },
  "semanticAnnotations": {
    "classificationRationale": "DatingPlatform is modeled as DigitalEntity with NetworkGraph archetype because user-user interactions and social graph dynamics are the core value source. Premium monetization is modeled as a business layer, not as a second archetype.",
    "disambiguationNotes": "Distinct from pure marketplaces. Monetization features may include paid boosts and subscriptions, but the platform topology remains user-to-user."
  },
  "governanceMetadata": {
    "entityVersion": "3.0.0",
    "introducedIn": "META-AIML v3.0.0",
    "stabilityLevel": "draft",
    "sdkValidationRules": [
      "RULE-DATE-001: @type MUST equal \"DatingPlatform\"",
      "RULE-DATE-002: ontologicalMode MUST equal \"DigitalEntity\"",
      "RULE-DATE-003: interactionArchetype MUST contain \"NetworkGraph\"",
      "RULE-DATE-004: capabilities MUST include interaction, content, community",
      "RULE-DATE-005: structuralMetadata.valueSource MUST equal \"user_generated\"",
      "RULE-DATE-006: paid boosts and premium tiers MAY exist without introducing an additional archetype"
    ]
  }
}

{
  "@context": [
    "https://schemas.meta-aiml.org/v3.0.0/context.jsonld"
  ],
  "@id": "https://data.meta-aiml.org/v3.0.0/examples/dating_platform/lumen-match-network",
  "$id": "https://data.meta-aiml.org/v3.0.0/examples/dating_platform/lumen-match-network",
  "@type": "DatingPlatform",
  "schemaVersion": "3.0.0",
  "aimlVersion": "3.0.0",
  "title": "Example Filled Dating Platform Entity (Lumen Match Network)",
  "ontologicalMode": "DigitalEntity",
  "interactionArchetype": [
    "NetworkGraph"
  ],
  "domain": "Social",
  "businessModel": [
    "Freemium",
    "Subscription",
    "InAppPurchases"
  ],
  "deliveryFormat": [
    "MobileApp",
    "WebApp"
  ],
  "name": {
    "en": "Lumen Match Network",
    "es": "Lumen Match Network",
    "fr": "Lumen Match Network"
  },
  "description": {
    "en": "Lumen Match Network is a fictional dating platform centered on profile discovery, consent-based matching, and moderated user-to-user communication with layered safety controls.",
    "es": "Lumen Match Network es una plataforma ficticia de citas centrada en descubrimiento de perfiles, matching con consentimiento y comunicacion moderada entre usuarios con controles de seguridad.",
    "fr": "Lumen Match Network est une plateforme fictive de rencontre centree sur la decouverte de profils, matching consensuel et communication moderee entre utilisateurs avec controles de surete."
  },
  "shortDescription": {
    "en": "Network-graph dating app with safety verification, matching intelligence, and premium boosts.",
    "es": "App de citas tipo grafo social con verificacion de seguridad, matching inteligente y boosts premium.",
    "fr": "Application de rencontre orientee graphe social avec verification securite, matching intelligent et boosts premium."
  },
  "url": "https://lumen-match-network.example",
  "foundingDate": "2021-02-14",
  "createdDate": "2026-02-20T21:02:00Z",
  "lastModified": "2026-02-20T21:02:00Z",
  "examples": [
    {
      "scenario": "Peak onboarding after regional marketing campaign",
      "note": "AI should prioritize identity verification and safe profile moderation before maximizing match volume."
    },
    {
      "scenario": "Suspicious behavior spike in direct messages",
      "note": "AI should trigger trust-and-safety escalation workflow and preserve network graph semantics for user-to-user interactions."
    }
  ],
  "properties": {
    "matchingModel": "hybrid",
    "supportsIdentityVerification": true,
    "supportsSafetyCheckins": true,
    "profileModerationMode": "hybrid",
    "monetizationLayer": "hybrid",
    "contactPoints": [
      {
        "contactType": "support",
        "telephone": "+1-415-555-0185",
        "email": "support@lumen-match-network.example",
        "url": "https://lumen-match-network.example/help",
        "areaServed": "US, CA, UK",
        "availableLanguages": [
          "en",
          "es",
          "fr"
        ]
      }
    ],
    "socialProfiles": [
      {
        "platform": "instagram",
        "url": "https://instagram.com/lumenmatchnetwork",
        "username": "lumenmatchnetwork"
      },
      {
        "platform": "twitter",
        "url": "https://twitter.com/lumenmatchnet",
        "username": "lumenmatchnet"
      }
    ],
    "identifiers": [
      {
        "type": "url",
        "value": "https://lumen-match-network.example"
      },
      {
        "type": "custom",
        "value": "DATE-LMN-001"
      }
    ]
  },
  "capabilities": {
    "interaction": {
      "features": [
        "messaging",
        "commenting",
        "socialGraph",
        "feed",
        "notifications",
        "matching"
      ],
      "interactionMethods": [
        "in_app_messaging",
        "chat",
        "online_form"
      ],
      "availableActions": [
        "create_profile",
        "discover_matches",
        "send_like",
        "start_chat",
        "report_profile"
      ],
      "hasMessaging": true,
      "hasComments": true,
      "hasRating": false,
      "hasReviews": false,
      "hasSocialGraph": true,
      "hasFeed": true,
      "hasNotifications": true,
      "hasMatching": true,
      "realTimeCommunication": true,
      "moderationEnabled": true,
      "privacyControls": [
        "private",
        "semi_anonymous"
      ]
    },
    "content": {
      "features": [
        "publishing",
        "mediaHosting",
        "search",
        "categories",
        "tags"
      ],
      "contentTypes": [
        "profile",
        "story",
        "photo",
        "safety_notice"
      ],
      "contentFormats": [
        "text",
        "image",
        "json"
      ],
      "contentAccess": [
        "member",
        "restricted"
      ],
      "editorialControl": true,
      "userGeneratedContent": true,
      "mediaHosting": true,
      "searchPossible": true,
      "hasCategorization": true,
      "hasTagging": true,
      "archiveAccess": false,
      "rssFeeds": false
    },
    "community": {
      "features": [
        "groups",
        "communities",
        "discovery",
        "moderation",
        "membershipManagement"
      ],
      "supportsGroups": true,
      "supportsChannels": false,
      "communitiesCount": 120,
      "hasDiscovery": true,
      "hasModeration": true,
      "moderationModel": "ai_assisted_human",
      "hasMembershipManagement": true,
      "membershipTypes": [
        "free",
        "premium",
        "verified"
      ],
      "supportsGroupEvents": false,
      "supportsPolls": false,
      "hasGovernance": true,
      "governanceModel": "centralized",
      "privacyLevels": [
        "closed",
        "secret"
      ]
    },
    "commerce": {
      "features": [
        "pricing",
        "checkout",
        "filtering"
      ],
      "hasProductCatalog": true,
      "catalogSize": 5,
      "supportsCart": false,
      "supportsCheckout": true,
      "hasOrderTracking": false,
      "recommendationEngine": true,
      "vendorManagement": false,
      "searchCapability": false,
      "filteringOptions": [
        "plan_tier",
        "boost_type"
      ]
    },
    "financial": {
      "features": [
        "payments",
        "refunds",
        "billing",
        "subscriptionManagement"
      ],
      "paymentMethods": [
        "credit_card",
        "digital_wallet",
        "debit_card"
      ],
      "acceptsCreditCards": true,
      "currencies": [
        "USD",
        "EUR",
        "GBP"
      ],
      "priceRange": "freemium_plus_premium",
      "commissionModel": "fixed_price",
      "commissionRate": 0,
      "supportsSubscriptions": true,
      "supportsInvoicing": true,
      "refundPolicy": "partial_refund"
    }
  },
  "modules": {
    "matchingEngine": {
      "preferenceScoringEnabled": true,
      "recommendationRefreshWindowHours": 8,
      "coldStartHandlingEnabled": true
    },
    "trustAndSafety": {
      "abuseReportingEnabled": true,
      "imageModerationEnabled": true,
      "incidentEscalationWorkflowEnabled": true
    },
    "premiumFeatures": {
      "boostsEnabled": true,
      "superLikesEnabled": true,
      "priorityDiscoveryEnabled": true
    }
  },
  "structuralMetadata": {
    "topology": "many_to_many",
    "roles": [
      "user",
      "user"
    ],
    "valueSource": "user_generated",
    "transactionFlow": "peer_to_peer",
    "networkEffects": "same_side",
    "monetizationOverlay": "tiered"
  },
  "targetAudience": [
    "young_adults",
    "professionals",
    "verified_daters"
  ],
  "siteCapabilities": {
    "supportedDevices": [
      "desktop",
      "mobile",
      "tablet"
    ],
    "languages": [
      "en",
      "es",
      "fr"
    ],
    "accessibilityFeatures": [
      "keyboard_navigation",
      "screen_reader_labels",
      "text_scaling",
      "high_contrast_mode"
    ]
  },
  "validationMetadata": {
    "schemaVersion": "3.0.0",
    "phase": "example_instance",
    "status": "reference",
    "lastValidated": "2026-02-20T21:02:00Z",
    "validator": "META-AIML SDK v3"
  },
  "semanticAnnotations": {
    "classificationRationale": "DatingPlatform is modeled as DigitalEntity plus NetworkGraph because user-to-user interactions and network density drive core value creation.",
    "disambiguationNotes": "Premium purchases are monetization overlays and do not change the underlying network-graph archetype.",
    "intendedUse": "Canonical example for dating applications embedding static META-AIML v3 schema."
  },
  "governanceMetadata": {
    "entityVersion": "3.0.0",
    "introducedIn": "META-AIML v3.0.0",
    "stabilityLevel": "reference",
    "sdkValidationRules": [
      "RULE-DTPX-001: @type MUST equal \"DatingPlatform\"",
      "RULE-DTPX-002: ontologicalMode MUST equal \"DigitalEntity\"",
      "RULE-DTPX-003: interactionArchetype MUST contain exactly one value: \"NetworkGraph\"",
      "RULE-DTPX-004: capabilities MUST include interaction, content, and community groups",
      "RULE-DTPX-005: structuralMetadata constants MUST align with NetworkGraph archetype",
      "RULE-DTPX-006: examples MUST include at least two operational scenarios"
    ]
  }
}