GiftProof

The proof

Nothing here is invented.

The exact request and the real Qloo response behind one journey. The API key is redacted; everything else is recomputable from the committed seed data.

Journey

“My sister is obsessed with Succession, Aesop skincare, and A24 films.”

The cross-domain bridges Qloo drew

brandHIGH·0.90
Aesop — correlation 0.37Aesop0.37A24 — correlation 0.33A240.33Succession — correlation 0.30Succession0.30Bruegger'sbrand
brandHIGH·0.89
A24 — correlation 0.35A240.35Aesop — correlation 0.33Aesop0.33Succession — correlation 0.32Succession0.32Buzzfeedbrand
movieHIGH·0.89
A24 — correlation 0.44A240.44Aesop — correlation 0.28Aesop0.28Succession — correlation 0.27Succession0.27Beautiful…movie
brandHIGH·0.88
Aesop — correlation 0.35Aesop0.35A24 — correlation 0.34A240.34Succession — correlation 0.31Succession0.31Girl Scou…brand

Request (redacted)

AGENT chose 3 gift domains: movie, brand, book
  reasoning: Recipient enjoys high-quality film and TV, and premium skincare, suggesting gifts from entertainment brands, movies, and related books.
3× parallel GET https://hackathon.api.qloo.com/v2/insights (one per domain, Semaphore(2)):
  header: X-Api-Key: [REDACTED]
  filter.type=<each of: urn:entity:movie, urn:entity:brand, urn:entity:book>
  signal.interests.entities=65EAC55F-6FDC-452D-A633-A9E9F2BBD45E,6F3B5CAA-AC33-4B29-996D-CD070526CAAA,18CEE7A6-0F26-425A-BF80-96A4CC68A62A,7E904879-87BC-4BA6-B4AB-6E380A4C250D,F8FC1B1F-E3C3-4A9F-A72C-E4E402D4A6E0
  signal.demographics.gender=female
  feature.explainability=true
  filter.popularity.min=0.3
  bias.content_based=0.35
  diversify.by=subtype
  take=12
Total Qloo calls this journey: 8 (/search resolution + the 3-domain fan-out)
Refine loop: skipped (first ranking was sharp)

Resolved entity IDs

Raw Qloo response

{
  "success": true,
  "results": {
    "entities": [
      {
        "name": "Bruegger's",
        "entity_id": "33E18EBC-930E-4565-AE98-883362C1F891",
        "type": "urn:entity",
        "subtype": "urn:entity:brand",
        "properties": {
          "akas": [
            {
              "value": "ブルーガーズ",
              "languages": [
                "ja"
              ]
            },
            {
              "value": "Bruegger's Bagels",
              "languages": [
                "en_au"
              ]
            },
            {
              "value": "Bruegger's",
              "languages": [
                "km"
              ]
            }
          ],
          "image": {
            "url": "https://images.qloo.com/i/33E18EBC-930E-4565-AE98-883362C1F891-420x-auto.jpg"
          },
          "sport": null,
          "tagline": null,
          "industry": [
            "gastronomy"
          ],
          "keywords": [
            "Bagels",
            "Cream Cheese",
            "Breakfast",
            "Kettle-Boiled",
            "Sandwiches"
          ],
          "owned_by": null,
          "products": [
            "fast casual restaurant"
          ],
          "inception": "1983-00-00",
          "lifestyle": [
            "Daily Commute",
            "Office Work",
            "Weekend Errands",
            "Casual Dining"
          ],
          "brand_type": [
            "Retail Brand"
          ],
          "industries": [
            "Food & Beverage",
            "Retail",
            "Restaurants",
            "Bakery"
          ],
          "subsidiary": [],
          "core_values": [
            "Tradition",
            "Quality Ingredients",
            "Authenticity",
            "Convenience",
            "Community"
          ],
          "description": "Established in 1983, the brand is a well-regarded restaurant operator known for its commitment to traditional New York-style, kettle-boiled bagels. It focuses on delivering high-quality, simple ingredients, including its signature Vermont-made cream cheese, across a range of breakfast and lunch offerings. With a business model centered on convenience, it caters to commuters and professionals through its retail locations and catering services. The brand maintains a mainstream, reliable market position by emphasizing consistent quality and a straightforward approach to food.",
          "key_markets": [
            "United States"
          ],
          "founded_year": 1983,
          "manufacturer": null,
          "subsidiaries": [],
          "headquartered": "Burlington",
          "official_site": "https://www.brueggers.com/",
          "target_gender": [
            "Gender-Neutral"
          ],
          "ticker_symbol": null,
          "business_model": [
            "B2C",
            "Franchise"
          ],
          "emotional_tone": [
            "Comforting",
            "Reliable",
            "Friendly",
            "Nostalgic",
            "Unpretentious"
          ],
          "personal_style": null,
          "similar_brands": [
            "Au Bon Pain",
            "Corner Bakery Cafe",
            "Peet's Coffee",
            "Starbucks",
            "Great Harvest Bread Co."
          ],
          "ultimate_parent": "JAB Holding Company",
          "immediate_parent": "Coffee & Bagel Brands",
          "target_age_group": [
            "Young Adults",
            "Adults",
            "Middle-Aged"
          ],
          "audience_identity": "People who value traditional comfort food and consistency seek out this experience for a reliable, satisfying start to their day or a quick, high-quality midday break.",
          "competitor_brands": [
            "Einstein Bros. Bagels",
            "Panera Bread",
            "Noah's New York Bagels",
            "Dunkin'",
            "Tim Hortons"
          ],
          "customer_segments": [
            "Morning Commuters",
            "Office Workers",
            "Families",
            "Students"
          ],
          "influencer_appeal": [
            "Food Bloggers",
            "Local Community Figures",
            "Lifestyle Content Creators",
            "Office Culture Influencers",
            "Parenting Bloggers"
          ],
          "products_services": [
            "Bagels",
            "Cream Cheese",
            "Breakfast Sandwiches",
            "Lunch Sandwiches",
            "Coffee",
            "Catering Services",
            "Pastries",
            "Soups",
            "Salads",
            "Beverages"
          ],
          "short_description": "Bruegger's is a bakery chain specializing in fresh, kettle-boiled NY-style bagels, breakfast sandwiches, and a variety of cream cheese flavors, with catering services and a rewards program.",
          "style_description": "A simple, clean, and functional aesthetic that emphasizes the freshness and artisanal quality of the food within a comfortable, accessible dining environment.",
          "cultural_relevance": [
            "American Breakfast Culture",
            "Bagel Tradition"
          ],
          "known_partnerships": [],
          "market_positioning": "A dependable, fast-casual bagel shop focusing on traditional preparation methods and high-quality core ingredients.",
          "short_descriptions": [
            {
              "value": "Una cadena clásica que sirve auténticos bagels al estilo neoyorquino hervidos en caldera, acompañados de crema de queso de Vermont y sándwiches para desayunos y almuerzos.",
              "languages": [
                "es"
              ]
            },
            {
              "value": "Eine klassische Kette, die authentische, traditionell gekochte New Yorker Bagels mit Vermont-Frischkäse sowie Frühstücks- und Mittagssandwiches serviert.",
              "languages": [
                "de"
              ]
            },
            {
              "value": "A classic chain serving authentic kettle-boiled, New York-style bagels paired with signature Vermont cream cheese and deli-style breakfast and lunch sandwiches.",
              "languages": [
                "en"
              ]
            },
            {
              "value": "Une chaîne classique proposant d'authentiques bagels de style new-yorkais bouillis, accompagnés de fromage à la crème du Vermont et de sandwichs pour le petit-déjeuner ou le déjeuner.",
              "languages": [
                "fr"
              ]
            }
          ],
          "is_regional_variant": false,
          "parent_organization": "Coffee & Bagel Brands",
          "price_range_usd_max": 15,
          "price_range_usd_min": 3,
          "target_income_level": [
            "Low to Medium",
            "Medium"
          ],
          "aesthetic_properties": [
            "Casual Bakery Atmosphere",
            "Warm Earthy Tones",
            "Simple Typography",
            "Functional Storefront Design"
          ],
          "category_description": "A fast-casual restaurant chain specializing in freshly baked, traditional New York-style bagels and associated menu items for breakfast and lunch.",
          "headquarters_address": "Burlington, Vermont, United States",
          "interest_adjacencies": [
            "Coffee Culture",
            "Casual Dining",
            "Breakfast Traditions",
            "Commuter Convenience",
            "Artisanal Baking"
          ],
          "situational_contexts": "This is a frequent destination for weekday morning commutes, casual breakfast meetings, weekend morning rituals, and catering needs for office gatherings or social events.",
          "aspirational_lifestyle": [
            "Productive Morning Routine",
            "Balanced Work-Life",
            "Hearty Homemade Meals"
          ],
          "sustainability_initiatives": [
            "Ethical Sourcing"
          ],
          "cultural_context_description": "The brand is deeply integrated into the American morning habit and the cultural tradition of the bagel shop as a community-centered establishment.",
          "target_demographics_description": "The brand targets busy adults and professionals seeking convenient, affordable, and high-quality breakfast and lunch options during their daily routines."
        },
        "popularity": 0.46951229848620973,
        "tags": [
          {
            "id": "urn:tag:wikipedia_category:1983_establishments_in_new_york_state",
            "name": "1983 establishments in New York (state)",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:restaurant_franchises",
            "name": "Restaurant franchises",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:genre:brand:dining",
            "name": "Dining",
            "type": "urn:tag:genre:brand"
          },
          {
            "id": "urn:tag:wikipedia_category:american_companies_established_in_1983",
            "name": "American companies established in 1983",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:economy_of_the_midwestern_united_states",
            "name": "Economy of the Midwestern United States",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:bakeries_of_the_united_states",
            "name": "Bakeries of the United States",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:fast_casual_restaurants",
            "name": "Fast casual restaurants",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:2011_mergers_and_acquisitions",
            "name": "2011 mergers and acquisitions",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:2017_mergers_and_acquisitions",
            "name": "2017 mergers and acquisitions",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:american_subsidiaries_of_foreign_companies",
            "name": "American subsidiaries of foreign companies",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:economy_of_the_eastern_united_states",
            "name": "Economy of the Eastern United States",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:1996_mergers_and_acquisitions",
            "name": "1996 mergers and acquisitions",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:bakery_cafes",
            "name": "Bakery cafés",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:2003_mergers_and_acquisitions",
            "name": "2003 mergers and acquisitions",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:economy_of_the_southwestern_united_states",
            "name": "Economy of the Southwestern United States",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:food_and_drink_companies_based_in_vermont",
            "name": "Food and drink companies based in Vermont",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:bagel_companies",
            "name": "Bagel companies",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:wikipedia_category:restaurants_established_in_1983",
            "name": "Restaurants established in 1983",
            "type": "urn:tag:wikipedia_category"
          },
          {
            "id": "urn:tag:aesthetic_property:qloo:casual_bakery_atmosphere",
            "name": "Casual Bakery Atmosphere",
            "type": "urn:tag:aesthetic_property:qloo"
          },
          {
            "id": "urn:tag:aesthetic_property:qloo:warm_earthy_tones",
            "name": "Warm Earthy Tones",
            "type": "urn:tag:aesthetic_property:qloo"
          },
          {
            "id": "urn:tag:aesthetic_property:qloo:simple_typography",
            "name": "Simple Typography",
            "type": "urn:tag:aesthetic_property:qloo"
          },
          {
            "id": "urn:tag:aesthetic_property:qloo:functional_storefront_design",
            "name": "Functional Storefront Design",
            "type": "urn:tag:aesthetic_property:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:productive_morning_routine",
            "name": "Productive Morning Routine",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:balanced_work_life",
            "name": "Balanced Work-Life",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:hearty_homemade_meals",
            "name": "Hearty Homemade Meals",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:brand_subtype:qloo:other",
            "name": "Other",
            "type": "urn:tag:brand_subtype:qloo"
          },
          {
            "id": "urn:tag:brand_type:qloo:retail_brand",
            "name": "Retail Brand",
            "type": "urn:tag:brand_type:qloo"
          },
          {
            "id": "urn:tag:business_model:qloo:b2c",
            "name": "B2C",
            "type": "urn:tag:business_model:qloo"
          },
          {
            "id": "urn:tag:business_model:qloo:franchise",
            "name": "Franchise",
            "type": "urn:tag:business_model:qloo"
          },
          {
            "id": "urn:tag:competitor_brand:qloo:einstein_bros_bagels",
            "name": "Einstein Bros. Bagels",
            "type": "urn:tag:competitor_brand:qloo"
          },
          {
            "id": "urn:tag:competitor_brand:qloo:panera_bread",
            "name": "Panera Bread",
            "type": "urn:tag:competitor_brand:qloo"
          },
          {
            "id": "urn:tag:competitor_brand:qloo:noah_s_new_york_bagels",
            "name": "Noah's New York Bagels",
            "type": "urn:tag:competitor_brand:qloo"
          },
          {
            "id": "urn:tag:competitor_brand:qloo:dunkin_",
            "name": "Dunkin'",
            "type": "urn:tag:competitor_brand:qloo"
          },
          {
            "id": "urn:tag:competitor_brand:qloo:tim_hortons",
            "name": "Tim Hortons",
            "type": "urn:tag:competitor_brand:qloo"
          },
          {
            "id": "urn:tag:core_value:qloo:tradition",
            "name": "Tradition",
            "type": "urn:tag:core_value:qloo"
          },
          {
            "id": "urn:tag:core_value:qloo:quality_ingredients",
            "name": "Quality Ingredients",
            "type": "urn:tag:core_value:qloo"
          },
          {
            "id": "urn:tag:core_value:qloo:authenticity",
            "name": "Authenticity",
            "type": "urn:tag:core_value:qloo"
          },
          {
            "id": "urn:tag:core_value:qloo:convenience",
            "name": "Convenience",
            "type": "urn:tag:core_value:qloo"
          },
          {
            "id": "urn:tag:core_value:qloo:community",
            "name": "Community",
            "type": "urn:tag:core_value:qloo"
          },
          {
            "id": "urn:tag:cultural_relevance:qloo:american_breakfast_culture",
            "name": "American Breakfast Culture",
            "type": "urn:tag:cultural_relevance:qloo"
          },
          {
            "id": "urn:tag:cultural_relevance:qloo:bagel_tradition",
            "name": "Bagel Tradition",
            "type": "urn:tag:cultural_relevance:qloo"
          },
          {
            "id": "urn:tag:customer_segment:qloo:morning_commuters",
            "name": "Morning Commuters",
            "type": "urn:tag:customer_segment:qloo"
          },
          {
            "id": "urn:tag:customer_segment:qloo:office_workers",
            "name": "Office Workers",
            "type": "urn:tag:customer_segment:qloo"
          },
          {
            "id": "urn:tag:customer_segment:qloo:families",
            "name": "Families",
            "type": "urn:tag:customer_segment:qloo"
          },
          {
            "id": "urn:tag:customer_segment:qloo:students",
            "name": "Students",
            "type": "urn:tag:customer_segment:qloo"
          },
          {
            "id": "urn:tag:emotional_tone:qloo:comforting",
            "name": "Comforting",
            "type": "urn:tag:emotional_tone:qloo"
          },
          {
            "id": "urn:tag:emotional_tone:qloo:reliable",
            "name": "Reliable",
            "type": "urn:tag:emotional_tone:qloo"
          },
          {
            "id": "urn:tag:emotional_tone:qloo:friendly",
            "name": "Friendly",
            "type": "urn:tag:emotional_tone:qloo"
          },
          {
            "id": "urn:tag:emotional_tone:qloo:nostalgic",
            "name": "Nostalgic",
            "type": "urn:tag:emotional_tone:qloo"
          },
          {
            "id": "urn:tag:emotional_tone:qloo:unpretentious",
            "name": "Unpretentious",
            "type": "urn:tag:emotional_tone:qloo"
          },
          {
            "id": "urn:tag:industry:qloo:food_beverage",
            "name": "Food & Beverage",
            "type": "urn:tag:industry:qloo"
          },
          {
            "id": "urn:tag:industry:qloo:retail",
            "name": "Retail",
            "type": "urn:tag:industry:qloo"
          },
          {
            "id": "urn:tag:industry:qloo:restaurants",
            "name": "Restaurants",
            "type": "urn:tag:industry:qloo"
          },
          {
            "id": "urn:tag:industry:qloo:bakery",
            "name": "Bakery",
            "type": "urn:tag:industry:qloo"
          },
          {
            "id": "urn:tag:influencer_appeal:qloo:food_bloggers",
            "name": "Food Bloggers",
            "type": "urn:tag:influencer_appeal:qloo"
          },
          {
            "id": "urn:tag:influencer_appeal:qloo:local_community_figures",
            "name": "Local Community Figures",
            "type": "urn:tag:influencer_appeal:qloo"
          },
          {
            "id": "urn:tag:influencer_appeal:qloo:lifestyle_content_creators",
            "name": "Lifestyle Content Creators",
            "type": "urn:tag:influencer_appeal:qloo"
          },
          {
            "id": "urn:tag:influencer_appeal:qloo:office_culture_influencers",
            "name": "Office Culture Influencers",
            "type": "urn:tag:influencer_appeal:qloo"
          },
          {
            "id": "urn:tag:influencer_appeal:qloo:parenting_bloggers",
            "name": "Parenting Bloggers",
            "type": "urn:tag:influencer_appeal:qloo"
          },
          {
            "id": "urn:tag:interest_adjacency:qloo:coffee_culture",
            "name": "Coffee Culture",
            "type": "urn:tag:interest_adjacency:qloo"
          },
          {
            "id": "urn:tag:interest_adjacency:qloo:casual_dining",
            "name": "Casual Dining",
            "type": "urn:tag:interest_adjacency:qloo"
          },
          {
            "id": "urn:tag:interest_adjacency:qloo:breakfast_traditions",
            "name": "Breakfast Traditions",
            "type": "urn:tag:interest_adjacency:qloo"
          },
          {
            "id": "urn:tag:interest_adjacency:qloo:commuter_convenience",
            "name": "Commuter Convenience",
            "type": "urn:tag:interest_adjacency:qloo"
          },
          {
            "id": "urn:tag:interest_adjacency:qloo:artisanal_baking",
            "name": "Artisanal Baking",
            "type": "urn:tag:interest_adjacency:qloo"
          },
          {
            "id": "urn:tag:key_market:qloo:united_states",
            "name": "United States",
            "type": "urn:tag:key_market:qloo"
          },
          {
            "id": "urn:tag:keyword:qloo:bagels",
            "name": "Bagels",
            "type": "urn:tag:keyword:qloo"
          },
          {
            "id": "urn:tag:keyword:qloo:cream_cheese",
            "name": "Cream Cheese",
            "type": "urn:tag:keyword:qloo"
          },
          {
            "id": "urn:tag:keyword:qloo:breakfast",
            "name": "Breakfast",
            "type": "urn:tag:keyword:qloo"
          },
          {
            "id": "urn:tag:keyword:qloo:kettle_boiled",
            "name": "Kettle-Boiled",
            "type": "urn:tag:keyword:qloo"
          },
          {
            "id": "urn:tag:keyword:qloo:sandwiches",
            "name": "Sandwiches",
            "type": "urn:tag:keyword:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:daily_commute",
            "name": "Daily Commute",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:office_work",
            "name": "Office Work",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:weekend_errands",
            "name": "Weekend Errands",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:lifestyle:qloo:casual_dining",
            "name": "Casual Dining",
            "type": "urn:tag:lifestyle:qloo"
          },
          {
            "id": "urn:tag:market_archetype:qloo:mainstream",
            "name": "Mainstream",
            "type": "urn:tag:market_archetype:qloo"
          },
          {
            "id": "urn:tag:price_level:qloo:_",
            "name": "$$",
            "type": "urn:tag:price_level:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:bagels",
            "name": "Bagels",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:cream_cheese",
            "name": "Cream Cheese",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:breakfast_sandwiches",
            "name": "Breakfast Sandwiches",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:lunch_sandwiches",
            "name": "Lunch Sandwiches",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:coffee",
            "name": "Coffee",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:catering_services",
            "name": "Catering Services",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:pastries",
            "name": "Pastries",
            "type": "urn:tag:product_service:qloo"
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          {
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            {
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              ]
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            "Europe"
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          "audience_identity": "People who value optimism and personal expression in their daily lives, often finding joy in vibrant colors and playful yet sophisticated design choices.",
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              ]
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            },
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                "de"
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            }
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          {
            "id": "urn:tag:product_category:qloo:deodorant",
            "name": "Deodorant",
            "type": "urn:tag:product_category:qloo"
          },
          {
            "id": "urn:tag:product_line:qloo:deep_moisture",
            "name": "Deep Moisture",
            "type": "urn:tag:product_line:qloo"
          },
          {
            "id": "urn:tag:product_line:qloo:sensitive_skin",
            "name": "Sensitive Skin",
            "type": "urn:tag:product_line:qloo"
          },
          {
            "id": "urn:tag:product_line:qloo:dryness_relief",
            "name": "Dryness Relief",
            "type": "urn:tag:product_line:qloo"
          },
          {
            "id": "urn:tag:product_line:qloo:men_care",
            "name": "Men+Care",
            "type": "urn:tag:product_line:qloo"
          },
          {
            "id": "urn:tag:product_line:qloo:baby_dove",
            "name": "Baby Dove",
            "type": "urn:tag:product_line:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:body_wash",
            "name": "Body Wash",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:beauty_bar",
            "name": "Beauty Bar",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:deodorant",
            "name": "Deodorant",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:shampoo",
            "name": "Shampoo",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:conditioner",
            "name": "Conditioner",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:lotion",
            "name": "Lotion",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:product_service:qloo:hand_wash",
            "name": "Hand Wash",
            "type": "urn:tag:product_service:qloo"
          },
          {
            "id": "urn:tag:signature_product:qloo:dove_beauty_bar",
            "name": "Dove Beauty Bar",
            "type": "urn:tag:signature_product:qloo"
          },
          {
            "id": "urn:tag:signature_product:qloo:deep_moisture_body_wash",
            "name": "Deep Moisture Body Wash",
            "type": "urn:tag:signature_product:qloo"
          },
          {
            "id": "urn:tag:similar_brand:qloo:cerave",
            "name": "CeraVe",
            "type": "urn:tag:similar_brand:qloo"
          },
          {
            "id": "urn:tag:similar_brand:qloo:cetaphil",
            "name": "Cetaphil",
            "type": "urn:tag:similar_brand:qloo"
          },
          {
            "id": "urn:tag:similar_brand:qloo:vaseline",
            "name": "Vaseline",
            "type": "urn:tag:similar_brand:qloo"
          },
          {
            "id": "urn:tag:sustainability_initiative:qloo:recycled_plastic_packaging",
            "name": "Recycled Plastic Packaging",
            "type": "urn:tag:sustainability_initiative:qloo"
          },
          {
            "id": "urn:tag:sustainability_initiative:qloo:water_conservation",
            "name": "Water Conservation",
            "type": "urn:tag:sustainability_initiative:qloo"
          },
          {
            "id": "urn:tag:sustainability_initiative:qloo:cruelty_free",
            "name": "Cruelty-Free",
            "type": "urn:tag:sustainability_initiative:qloo"
          },
          {
            "id": "urn:tag:sustainability_initiative:qloo:eco_friendly_packaging",
            "name": "Eco-Friendly Packaging",
            "type": "urn:tag:sustainability_initiative:qloo"
          },
          {
            "id": "urn:tag:sustainability_initiative:qloo:social_impact",
            "name": "Social Impact",
            "type": "urn:tag:sustainability_initiative:qloo"
          },
          {
            "id": "urn:tag:target_age_group:qloo:teens",
            "name": "Teens",
            "type": "urn:tag:target_age_group:qloo"
          },
          {
            "id": "urn:tag:target_age_group:qloo:young_adults",
            "name": "Young Adults",
            "type": "urn:tag:target_age_group:qloo"
          },
          {
            "id": "urn:tag:target_age_group:qloo:adults",
            "name": "Adults",
            "type": "urn:tag:target_age_group:qloo"
          },
          {
            "id": "urn:tag:target_age_group:qloo:middle_aged",
            "name": "Middle-Aged",
            "type": "urn:tag:target_age_group:qloo"
          },
          {
            "id": "urn:tag:target_age_group:qloo:seniors",
            "name": "Seniors",
            "type": "urn:tag:target_age_group:qloo"
          },
          {
            "id": "urn:tag:target_gender:qloo:female",
            "name": "Female",
            "type": "urn:tag:target_gender:qloo"
          },
          {
            "id": "urn:tag:target_gender:qloo:gender_neutral",
            "name": "Gender-Neutral",
            "type": "urn:tag:target_gender:qloo"
          },
          {
            "id": "urn:tag:target_income_level:qloo:low_to_medium",
            "name": "Low to Medium",
            "type": "urn:tag:target_income_level:qloo"
          },
          {
            "id": "urn:tag:target_income_level:qloo:medium",
            "name": "Medium",
            "type": "urn:tag:target_income_level:qloo"
          },
          {
            "id": "urn:tag:target_income_level:qloo:medium_to_high",
            "name": "Medium to High",
            "type": "urn:tag:target_income_level:qloo"
          }
        ],
        "query": {
          "affinity": 0.8689273436182195,
          "measurements": {
            "audience_growth": 0
          },
          "explainability": {
            "signal.interests.entities": [
              {
                "entity_id": "6F3B5CAA-AC33-4B29-996D-CD070526CAAA",
                "score": 0.37845165334685094
              },
              {
                "entity_id": "65EAC55F-6FDC-452D-A633-A9E9F2BBD45E",
                "score": 0.32106334381487034
              },
              {
                "entity_id": "7E904879-87BC-4BA6-B4AB-6E380A4C250D",
                "score": 0.3004850028382786
              }
            ]
          }
        },
        "disambiguation": "",
        "external": {
          "twitter": [
            {
              "id": "dove"
            }
          ],
          "wikidata": [
            {
              "id": "Q962709"
            }
          ],
          "instagram": [
            {
              "id": "dovedermaseries"
            },
            {
              "id": "dove"
            }
          ]
        }
      }
    ]
  },
  "warnings": [
    {
      "type": "not_found",
      "signal.interests.entities": [
        "18CEE7A6-0F26-425A-BF80-96A4CC68A62A",
        "F8FC1B1F-E3C3-4A9F-A72C-E4E402D4A6E0"
      ]
    }
  ],
  "query": {
    "explainability": {
      "signal.interests.entities": {
        "effect_on_top3_recs": [
          {
            "entity_id": "6F3B5CAA-AC33-4B29-996D-CD070526CAAA",
            "avg_score": 0.34992290553414745
          },
          {
            "entity_id": "7E904879-87BC-4BA6-B4AB-6E380A4C250D",
            "avg_score": 0.33966077296590874
          },
          {
            "entity_id": "65EAC55F-6FDC-452D-A633-A9E9F2BBD45E",
            "avg_score": 0.3104163214999438
          }
        ],
        "effect_on_top5_recs": [
          {
            "entity_id": "6F3B5CAA-AC33-4B29-996D-CD070526CAAA",
            "avg_score": 0.34496837532781865
          },
          {
            "entity_id": "7E904879-87BC-4BA6-B4AB-6E380A4C250D",
            "avg_score": 0.3341213672429631
          },
          {
            "entity_id": "65EAC55F-6FDC-452D-A633-A9E9F2BBD45E",
            "avg_score": 0.3209102574292182
          }
        ],
        "effect_on_top10_recs": [
          {
            "entity_id": "7E904879-87BC-4BA6-B4AB-6E380A4C250D",
            "avg_score": 0.34307251522995574
          },
          {
            "entity_id": "6F3B5CAA-AC33-4B29-996D-CD070526CAAA",
            "avg_score": 0.33584493781878766
          },
          {
            "entity_id": "65EAC55F-6FDC-452D-A633-A9E9F2BBD45E",
            "avg_score": 0.32108254695125665
          }
        ],
        "effect_on_all_recs": [
          {
            "entity_id": "6F3B5CAA-AC33-4B29-996D-CD070526CAAA",
            "avg_score": 0.340285680807159
          },
          {
            "entity_id": "7E904879-87BC-4BA6-B4AB-6E380A4C250D",
            "avg_score": 0.339212298691938
          },
          {
            "entity_id": "65EAC55F-6FDC-452D-A633-A9E9F2BBD45E",
            "avg_score": 0.3205020205009031
          }
        ]
      }
    }
  }
}
Limitation

Qloo gives aggregate taste correlation across audiences, not certainty about one person. We show the raw response and never claim an individual match percentage.