{
  "name": "Parsnipp Entity Map",
  "url": "https://parsnipp.com/entity-map/",
  "publisher": "Parsnipp Inc.",
  "last_updated": "2026-10-22",
  "entity_count": 75,
  "relation_count": 179,
  "description": "Entities behind Parsnipp and the typed relations between them, each with evidence. Canonical facts: https://parsnipp.com/ai-instructions/",
  "entities": [
    {
      "id": "parsnipp",
      "uri": "https://parsnipp.com/entity-map/#parsnipp",
      "name": "Parsnipp",
      "type": "Organization",
      "url": "https://parsnipp.com/about/",
      "also_known_as": [
        "Parsnipp Inc.",
        "Parsnipp AI"
      ],
      "definition": "Parsnipp Inc. is a Delaware corporation headquartered in Seattle that makes an AI search marketing platform covering GEO / AEO, LLM advertising and agentic commerce.",
      "facts": {
        "founded": "2025-11",
        "launched": "2026-04",
        "customers": "Almost 1,000 as of September 2026"
      },
      "same_as": [
        "https://www.wikidata.org/wiki/Q140676640",
        "https://www.crunchbase.com/organization/parsnipp",
        "https://www.linkedin.com/company/parsnipp",
        "https://x.com/try_parsnipp",
        "https://www.facebook.com/people/Parsnipp/61582596530453/",
        "https://www.glassdoor.com/Overview/Working-at-Parsnipp-EI_IE11014556.11,19.htm",
        "https://www.youtube.com/channel/UCKJmdeyILCDdaNv9DJvIUAA",
        "https://www.instagram.com/try_parsnipp/",
        "https://www.g2.com/sellers/parsnipp"
      ],
      "relations": [
        {
          "predicate": "FOUNDED_BY",
          "target": "andrew-higgins",
          "target_name": "Andrew Higgins"
        },
        {
          "predicate": "FOUNDED_BY",
          "target": "awad-sayeed",
          "target_name": "Awad Sayeed"
        },
        {
          "predicate": "INCORPORATED_IN",
          "target": "delaware",
          "target_name": "Delaware"
        },
        {
          "predicate": "HEADQUARTERED_IN",
          "target": "seattle",
          "target_name": "Seattle, Washington"
        },
        {
          "predicate": "HAS_OFFICE_IN",
          "target": "new-york-city",
          "target_name": "New York City"
        },
        {
          "predicate": "HAS_OFFICE_IN",
          "target": "london",
          "target_name": "London"
        },
        {
          "predicate": "EMPLOYS",
          "target": "brandon-robinson",
          "target_name": "Brandon Robinson"
        },
        {
          "predicate": "EMPLOYS",
          "target": "john-chambers",
          "target_name": "John Chambers"
        },
        {
          "predicate": "EMPLOYS",
          "target": "molly-pannell",
          "target_name": "Molly Pannell"
        },
        {
          "predicate": "MAKES",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        },
        {
          "predicate": "OFFERS",
          "target": "parsnipp-services",
          "target_name": "Parsnipp services"
        },
        {
          "predicate": "OFFERS",
          "target": "free-custom-report",
          "target_name": "Free custom AI search marketing report"
        },
        {
          "predicate": "PUBLISHES",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        },
        {
          "predicate": "PUBLISHES",
          "target": "parsnipp-news",
          "target_name": "Parsnipp AI Search News"
        },
        {
          "predicate": "PUBLISHES",
          "target": "parsnipp-glossary",
          "target_name": "Parsnipp AI Search & GEO Glossary"
        },
        {
          "predicate": "PUBLISHES",
          "target": "parsnipp-help-center",
          "target_name": "Parsnipp Help Center"
        },
        {
          "predicate": "DEFINES",
          "target": "ai-search-marketing",
          "target_name": "AI search marketing"
        },
        {
          "predicate": "DIFFERENT_FROM",
          "target": "parsnip",
          "target_name": "Parsnip (one P)"
        }
      ],
      "evidence": [
        {
          "claim": "Wikidata entity for Parsnipp.",
          "source": "Parsnipp (Q140676640)",
          "publisher": "Wikidata",
          "url": "https://www.wikidata.org/wiki/Q140676640",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Founded November 2025 by Andrew Higgins and Awad Sayeed; headquartered in Seattle with offices in New York City and London. Customers: Almost 1,000 as of September 2026.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Legal entity is Parsnipp Inc., a Delaware corporation.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Company profile for Parsnipp.",
          "source": "Parsnipp company profile",
          "publisher": "Crunchbase",
          "url": "https://www.crunchbase.com/organization/parsnipp",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "pixlee",
      "uri": "https://parsnipp.com/entity-map/#pixlee",
      "name": "Pixlee",
      "type": "Organization",
      "definition": "User-generated content and influencer marketing platform, acquired in 2021. Parsnipp's founders built it before starting Parsnipp.",
      "relations": [
        {
          "predicate": "FOUNDERS_LATER_FOUNDED",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Parsnipp comes out of Pixlee, acquired in 2021.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Explains how the shift from search to AI agents mirrors the shift Pixlee helped brands through.",
          "source": "From UGC to GEO: Why We’re Building Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/from-ugc-to-geo-why-were-building-parsnipp/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "emplifi",
      "uri": "https://parsnipp.com/entity-map/#emplifi",
      "name": "Emplifi",
      "type": "Organization",
      "definition": "Social media and customer experience software company where both Parsnipp founders held leadership roles.",
      "relations": [
        {
          "predicate": "FORMER_EMPLOYER_OF",
          "target": "andrew-higgins",
          "target_name": "Andrew Higgins"
        },
        {
          "predicate": "FORMER_EMPLOYER_OF",
          "target": "awad-sayeed",
          "target_name": "Awad Sayeed"
        }
      ],
      "evidence": [
        {
          "claim": "Andrew Higgins led growth across Emplifi's six-product suite; Awad Sayeed led Emplifi's Commerce Product organization.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "forbes-technology-council",
      "uri": "https://parsnipp.com/entity-map/#forbes-technology-council",
      "name": "Forbes Technology Council",
      "type": "Organization",
      "definition": "Contributor network at Forbes where Parsnipp's CEO publishes on AI search marketing.",
      "relations": [
        {
          "predicate": "PUBLISHED",
          "target": "andrew-higgins",
          "target_name": "Andrew Higgins"
        }
      ],
      "evidence": [
        {
          "claim": "AI Search Marketing Is Bigger Than AEO, 6 October 2026.",
          "source": "AI Search Marketing Is Bigger Than AEO",
          "publisher": "Forbes Technology Council",
          "url": "https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Expert panel including Andrew Higgins, 14 October 2026.",
          "source": "How To Prepare Customer Support Workflows For AI Automation",
          "publisher": "Forbes Technology Council",
          "url": "https://www.forbes.com/councils/forbestechcouncil/2026/10/14/how-to-prepare-customer-support-workflows-for-ai-automation/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "nphub",
      "uri": "https://parsnipp.com/entity-map/#nphub",
      "name": "NPHub",
      "type": "Organization",
      "url": "https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/",
      "definition": "Clinical placement service for nurse practitioner students and a Parsnipp customer with a published case study.",
      "facts": {
        "llm_referral_traffic_30_days": "+380% weekly (NPHub Google Analytics)",
        "geo_score_30_days": "+76 points from a baseline of 230",
        "ai_visibility_score_30_days": "+44% from a baseline of 34.7%",
        "new_brand_citations": "378",
        "recommendations_implemented": "6 of 33"
      },
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "USES",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "In 30 days, weekly LLM referral traffic rose 380%, GEO Score rose 76 points and AI Visibility Score rose 44%, with 6 of 33 recommendations implemented.",
          "source": "How NPHub Grew LLM Traffic 380% in 30 Days",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "c-p-systems",
      "uri": "https://parsnipp.com/entity-map/#c-p-systems",
      "name": "C-P Systems",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "forge",
      "uri": "https://parsnipp.com/entity-map/#forge",
      "name": "Forge",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "four-elements-nordic-sauna",
      "uri": "https://parsnipp.com/entity-map/#four-elements-nordic-sauna",
      "name": "Four Elements Nordic Sauna",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "onyx-candles",
      "uri": "https://parsnipp.com/entity-map/#onyx-candles",
      "name": "Onyx Candles",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "achelois-holistic-wellness",
      "uri": "https://parsnipp.com/entity-map/#achelois-holistic-wellness",
      "name": "Achelois Holistic Wellness",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "nordic-harbor",
      "uri": "https://parsnipp.com/entity-map/#nordic-harbor",
      "name": "Nordic Harbor",
      "type": "Organization",
      "definition": "Parsnipp customer named publicly on the About page.",
      "relations": [
        {
          "predicate": "CUSTOMER_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Listed under notable clients.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "profound",
      "uri": "https://parsnipp.com/entity-map/#profound",
      "name": "Profound",
      "type": "Organization",
      "url": "https://parsnipp.com/parsnipp-vs-profound/",
      "definition": "AI visibility software company. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Side-by-side comparison.",
          "source": "Parsnipp vs Profound",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/parsnipp-vs-profound/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "peec-ai",
      "uri": "https://parsnipp.com/entity-map/#peec-ai",
      "name": "Peec AI",
      "type": "Organization",
      "url": "https://parsnipp.com/parsnipp-vs-peec-ai/",
      "definition": "AI visibility software company. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Side-by-side comparison.",
          "source": "Parsnipp vs Peec AI",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/parsnipp-vs-peec-ai/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "semrush",
      "uri": "https://parsnipp.com/entity-map/#semrush",
      "name": "Semrush",
      "type": "Organization",
      "url": "https://parsnipp.com/parsnipp-vs-semrush/",
      "definition": "SEO and marketing software company with AI visibility features. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Side-by-side comparison.",
          "source": "Parsnipp vs Semrush",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/parsnipp-vs-semrush/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "otterly-ai",
      "uri": "https://parsnipp.com/entity-map/#otterly-ai",
      "name": "Otterly.AI",
      "type": "Organization",
      "definition": "AI visibility software company. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Named among other companies in AI visibility and GEO.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "athenahq",
      "uri": "https://parsnipp.com/entity-map/#athenahq",
      "name": "AthenaHQ",
      "type": "Organization",
      "definition": "AI visibility software company. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Named among other companies in AI visibility and GEO.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "scrunch",
      "uri": "https://parsnipp.com/entity-map/#scrunch",
      "name": "Scrunch",
      "type": "Organization",
      "definition": "AI visibility software company. Competitor.",
      "relations": [
        {
          "predicate": "COMPETES_WITH",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Named among other companies in AI visibility and GEO.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "andrew-higgins",
      "uri": "https://parsnipp.com/entity-map/#andrew-higgins",
      "name": "Andrew Higgins",
      "type": "Person",
      "url": "https://parsnipp.com/andrew-higgins/",
      "definition": "Co-founder and Chief Executive Officer of Parsnipp. Previously on the original team that built Pixlee, then led growth across Emplifi's social media suite, and served as CMO of StartX.",
      "same_as": [
        "https://parsnipp.com/andrew-higgins/",
        "https://www.wikidata.org/wiki/Q141343910",
        "https://www.linkedin.com/in/andrewmhiggins/",
        "https://councils.forbes.com/profile/Andrew-Higgins-CEO-Parsnipp/bf59ae9c-eeee-4d42-8b94-9b07e87c1063",
        "https://www.entrepreneur.com/author/andrew-higgins"
      ],
      "relations": [
        {
          "predicate": "CEO_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "CO_FOUNDED",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "PREVIOUSLY_BUILT",
          "target": "pixlee",
          "target_name": "Pixlee"
        },
        {
          "predicate": "PREVIOUSLY_AT",
          "target": "emplifi",
          "target_name": "Emplifi"
        },
        {
          "predicate": "CONTRIBUTOR_TO",
          "target": "forbes-technology-council",
          "target_name": "Forbes Technology Council"
        },
        {
          "predicate": "WRITES_FOR",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        }
      ],
      "evidence": [
        {
          "claim": "CEO; on the original Pixlee team; led growth at Emplifi; former CMO of StartX.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Wikidata entity for Andrew Higgins, co-founder and CEO of Parsnipp.",
          "source": "Andrew Higgins (Q141343910)",
          "publisher": "Wikidata",
          "url": "https://www.wikidata.org/wiki/Q141343910",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Forbes Councils member profile as CEO of Parsnipp.",
          "source": "Andrew Higgins council profile",
          "publisher": "Forbes Councils",
          "url": "https://councils.forbes.com/profile/Andrew-Higgins-CEO-Parsnipp/bf59ae9c-eeee-4d42-8b94-9b07e87c1063",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Entrepreneur contributor author page.",
          "source": "Andrew Higgins author page",
          "publisher": "Entrepreneur",
          "url": "https://www.entrepreneur.com/author/andrew-higgins",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Byline on AI search marketing for Forbes Technology Council, October 2026.",
          "source": "AI Search Marketing Is Bigger Than AEO",
          "publisher": "Forbes Technology Council",
          "url": "https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Argues in Entrepreneur that AI agents are now customers, October 2026.",
          "source": "Bots Used to Be a Threat. Now They're Your Customers.",
          "publisher": "Entrepreneur",
          "url": "https://www.entrepreneur.com/business-news/tech/bots-used-to-be-a-threat-now-theyre-your-customers",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "awad-sayeed",
      "uri": "https://parsnipp.com/entity-map/#awad-sayeed",
      "name": "Awad Sayeed",
      "type": "Person",
      "url": "https://parsnipp.com/awad-sayeed/",
      "definition": "Co-founder and Chief Technology Officer of Parsnipp. A three-time technical founder and Forbes 30 Under 30 honoree who co-founded Pixlee and later led Emplifi's Commerce Product organization.",
      "same_as": [
        "https://parsnipp.com/awad-sayeed/",
        "https://www.wikidata.org/wiki/Q141344379",
        "https://www.linkedin.com/in/awadsayeed/",
        "https://www.forbes.com/profile/awad-sayeed/"
      ],
      "relations": [
        {
          "predicate": "CTO_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "CO_FOUNDED",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "CO_FOUNDED",
          "target": "pixlee",
          "target_name": "Pixlee"
        },
        {
          "predicate": "PREVIOUSLY_AT",
          "target": "emplifi",
          "target_name": "Emplifi"
        }
      ],
      "evidence": [
        {
          "claim": "CTO; three-time technical founder; Forbes 30 Under 30; co-founded Pixlee; led Emplifi's Commerce Product organization.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Wikidata entity for Awad Sayeed, co-founder and CTO of Parsnipp.",
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          "publisher": "Wikidata",
          "url": "https://www.wikidata.org/wiki/Q141344379",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Forbes profile naming him a co-founder of Pixlee.",
          "source": "Awad Sayeed profile",
          "publisher": "Forbes",
          "url": "https://www.forbes.com/profile/awad-sayeed/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "brandon-robinson",
      "uri": "https://parsnipp.com/entity-map/#brandon-robinson",
      "name": "Brandon Robinson",
      "type": "Person",
      "url": "https://parsnipp.com/brandon-robinson/",
      "definition": "Director of Digital at Parsnipp and author of its weekly GEO Tip of the Week series on technical and content fixes for AI search.",
      "relations": [
        {
          "predicate": "WORKS_FOR",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "AUTHOR_OF",
          "target": "geo-tip-of-the-week",
          "target_name": "GEO Tip of the Week"
        },
        {
          "predicate": "WRITES_FOR",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        }
      ],
      "evidence": [
        {
          "claim": "Director of Digital.",
          "source": "Meet the Parsnipp team",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/team/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "First GEO Tip of the Week; the series has run weekly since March 2026.",
          "source": "GEO Tip of the Week: Add Aggregate Rating and Review Schema",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "john-chambers",
      "uri": "https://parsnipp.com/entity-map/#john-chambers",
      "name": "John Chambers",
      "type": "Person",
      "url": "https://parsnipp.com/john-chambers/",
      "definition": "Director of Brand Strategy at Parsnipp.",
      "relations": [
        {
          "predicate": "WORKS_FOR",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Director of Brand Strategy.",
          "source": "Meet the Parsnipp team",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/team/",
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        }
      ]
    },
    {
      "id": "molly-pannell",
      "uri": "https://parsnipp.com/entity-map/#molly-pannell",
      "name": "Molly Pannell",
      "type": "Person",
      "url": "https://parsnipp.com/molly-pannell/",
      "definition": "Chief of Staff at Parsnipp and author of the Q2 and Q3 2026 editions of its quarterly LLMs and advertising snapshot.",
      "relations": [
        {
          "predicate": "WORKS_FOR",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "AUTHOR_OF",
          "target": "llm-ads-snapshot",
          "target_name": "LLMs and Advertising: quarterly snapshot"
        },
        {
          "predicate": "WRITES_FOR",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        }
      ],
      "evidence": [
        {
          "claim": "Chief of Staff.",
          "source": "Meet the Parsnipp team",
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          "url": "https://parsnipp.com/team/",
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        },
        {
          "claim": "Author of the Q3 2026 snapshot of where each LLM platform stands on advertising.",
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          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "seattle",
      "uri": "https://parsnipp.com/entity-map/#seattle",
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      "type": "Place",
      "definition": "Parsnipp's headquarters.",
      "same_as": [
        "https://www.wikidata.org/wiki/Q5083"
      ],
      "relations": [
        {
          "predicate": "HQ_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Headquarters: Seattle, Washington, USA.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "new-york-city",
      "uri": "https://parsnipp.com/entity-map/#new-york-city",
      "name": "New York City",
      "type": "Place",
      "definition": "Parsnipp office location.",
      "same_as": [
        "https://www.wikidata.org/wiki/Q60"
      ],
      "relations": [
        {
          "predicate": "OFFICE_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Other offices: New York City and London.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "london",
      "uri": "https://parsnipp.com/entity-map/#london",
      "name": "London",
      "type": "Place",
      "definition": "Parsnipp office location.",
      "same_as": [
        "https://www.wikidata.org/wiki/Q84"
      ],
      "relations": [
        {
          "predicate": "OFFICE_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Other offices: New York City and London.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "delaware",
      "uri": "https://parsnipp.com/entity-map/#delaware",
      "name": "Delaware",
      "type": "Place",
      "definition": "Parsnipp Inc.'s state of incorporation.",
      "same_as": [
        "https://www.wikidata.org/wiki/Q1393"
      ],
      "relations": [
        {
          "predicate": "JURISDICTION_OF",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Parsnipp Inc., a Delaware corporation.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-platform",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-platform",
      "name": "Parsnipp platform",
      "type": "SoftwareProduct",
      "url": "https://parsnipp.com/platform/",
      "definition": "Web-based AI search marketing platform with three products, GEO / AEO, LLM Ads and Agentic Commerce, sharing one data layer.",
      "facts": {
        "launched": "2026-04",
        "platform": "Web"
      },
      "relations": [
        {
          "predicate": "MADE_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "HAS_PRODUCT",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "HAS_PRODUCT",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        },
        {
          "predicate": "HAS_PRODUCT",
          "target": "agentic-commerce-product",
          "target_name": "Parsnipp Agentic Commerce"
        },
        {
          "predicate": "USES_METHOD",
          "target": "persona-based-querying",
          "target_name": "Persona-based querying"
        },
        {
          "predicate": "USES_METHOD",
          "target": "multi-turn-conversation-modeling",
          "target_name": "Multi-turn conversation modeling"
        },
        {
          "predicate": "SOLD_AS",
          "target": "free-plan",
          "target_name": "Free plan"
        },
        {
          "predicate": "SOLD_AS",
          "target": "core-plan",
          "target_name": "Core plan"
        },
        {
          "predicate": "SOLD_AS",
          "target": "advanced-plan",
          "target_name": "Advanced plan"
        },
        {
          "predicate": "SOLD_AS",
          "target": "custom-package",
          "target_name": "Custom package"
        }
      ],
      "evidence": [
        {
          "claim": "Describes GEO / AEO, Agentic Commerce and LLM Ads on one platform.",
          "source": "AI Search Marketing Platform",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/platform/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Platform launched with persona-based agents and multi-turn conversations.",
          "source": "Parsnipp Launches New Behavior-Driven AI Search and GEO Platform That Models Real Buyer Interactions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipps-behavior-driven-ai-search-platform/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Three steps: see where the brand stands, get a prioritized plan, act across content, LLM ads and agentic commerce.",
          "source": "How Parsnipp Works",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/how-it-works/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Third-party coverage of the April 2026 launch.",
          "source": "Parsnipp Launches Behavior-Driven AI Search and GEO Platform",
          "publisher": "TechIntelPro",
          "url": "https://techintelpro.com/news?page=580",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "geo-aeo-product",
      "uri": "https://parsnipp.com/entity-map/#geo-aeo-product",
      "name": "Parsnipp GEO / AEO",
      "type": "SoftwareProduct",
      "url": "https://parsnipp.com/aeo-geo/",
      "also_known_as": [
        "Parsnipp AEO / GEO",
        "Parsnipp AI Visibility"
      ],
      "definition": "Parsnipp's organic AI visibility product: tracks brand, category and competitor visibility, share of voice, sentiment and citations across AI engines, and ranks the fixes that improve them.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        },
        {
          "predicate": "IMPLEMENTS",
          "target": "geo",
          "target_name": "Generative engine optimization (GEO)"
        },
        {
          "predicate": "MEASURES",
          "target": "ai-visibility",
          "target_name": "AI visibility"
        },
        {
          "predicate": "MEASURES",
          "target": "share-of-voice",
          "target_name": "Share of voice (AI search)"
        },
        {
          "predicate": "MEASURES",
          "target": "ai-brand-sentiment",
          "target_name": "AI brand sentiment"
        },
        {
          "predicate": "MEASURES",
          "target": "citation-rate",
          "target_name": "Citation rate"
        },
        {
          "predicate": "MEASURES",
          "target": "geo-score",
          "target_name": "GEO Score"
        },
        {
          "predicate": "MEASURES",
          "target": "ai-visibility-score",
          "target_name": "AI Visibility Score"
        },
        {
          "predicate": "USES_METHOD",
          "target": "prompt-tracking",
          "target_name": "Prompt tracking"
        },
        {
          "predicate": "HAS_FEATURE",
          "target": "content-recommendations",
          "target_name": "Content Recommendations"
        },
        {
          "predicate": "TRACKS",
          "target": "chatgpt",
          "target_name": "ChatGPT"
        },
        {
          "predicate": "TRACKS",
          "target": "gemini",
          "target_name": "Gemini"
        },
        {
          "predicate": "TRACKS",
          "target": "claude",
          "target_name": "Claude"
        },
        {
          "predicate": "TRACKS",
          "target": "grok",
          "target_name": "Grok"
        },
        {
          "predicate": "TRACKS",
          "target": "google-ai-overviews",
          "target_name": "Google AI Overviews"
        },
        {
          "predicate": "TRACKS",
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          "target_name": "Google AI Mode"
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        {
          "predicate": "TRACKS",
          "target": "muse",
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        },
        {
          "predicate": "FEEDS_DATA_TO",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        },
        {
          "predicate": "FEEDS_DATA_TO",
          "target": "agentic-commerce-product",
          "target_name": "Parsnipp Agentic Commerce"
        }
      ],
      "evidence": [
        {
          "claim": "Tracks mentions, citations, sentiment and share of voice; brand, category, competitor, citation and persona views.",
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          "retrieved": "2026-10-17"
        },
        {
          "claim": "Engines covered: ChatGPT and Gemini on every plan, Claude on Core and Advanced. Grok, Google AI Overviews, Google AI Mode and Muse on custom packages.",
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          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Self-serve plans cover ChatGPT and Gemini (Free), plus Claude (Core), plus Grok (Advanced).",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Google AI Overviews, Google AI Mode and Muse are on custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "llm-ads-product",
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      "name": "Parsnipp LLM Ads",
      "type": "SoftwareProduct",
      "url": "https://parsnipp.com/llm-ads/",
      "definition": "Parsnipp's paid AI search product for creating and managing ChatGPT Ads inside Parsnipp, targeted with Smart LLM Ads using organic AI visibility gaps.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        },
        {
          "predicate": "IMPLEMENTS",
          "target": "llm-advertising",
          "target_name": "LLM advertising"
        },
        {
          "predicate": "MANAGES_CAMPAIGNS_ON",
          "target": "chatgpt-ads",
          "target_name": "ChatGPT Ads"
        },
        {
          "predicate": "USES_DATA_FROM",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "HAS_FEATURE",
          "target": "smart-llm-ads",
          "target_name": "Smart LLM Ads"
        },
        {
          "predicate": "HAS_FEATURE",
          "target": "smart-ads-for-chatgpt",
          "target_name": "Smart Ads for ChatGPT"
        }
      ],
      "evidence": [
        {
          "claim": "Smart LLM Ads lets marketers create and manage ChatGPT ads inside Parsnipp, using GEO insights to target missed conversations.",
          "source": "Parsnipp Introduces Smart LLM Ads, the First Integrated, Market Ready AI Search Advertising Platform",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipp-introduces-smart-llm-ads-the-first-integrated-market-ready-ai-search-advertising-platform/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "LLM Ads product page.",
          "source": "LLM Ads",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/llm-ads/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Core includes up to $1,000 and Advanced up to $5,000 of monthly LLM ad spend.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "agentic-commerce-product",
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      "name": "Parsnipp Agentic Commerce",
      "type": "SoftwareProduct",
      "url": "https://parsnipp.com/agentic-commerce/",
      "definition": "Parsnipp's product for making catalogs readable and buyable by AI shopping agents: product visibility, catalog optimization, price drift monitoring and retailer routing.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        },
        {
          "predicate": "IMPLEMENTS",
          "target": "agentic-commerce",
          "target_name": "Agentic commerce"
        },
        {
          "predicate": "USES_DATA_FROM",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "SUPPORTS_PROTOCOL",
          "target": "acp",
          "target_name": "Agentic Commerce Protocol (ACP)"
        },
        {
          "predicate": "SUPPORTS_PROTOCOL",
          "target": "ucp",
          "target_name": "Universal Commerce Protocol (UCP)"
        }
      ],
      "evidence": [
        {
          "claim": "Readiness for agentic commerce protocols such as ACP and UCP.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Optimize product catalogs for AI shopping, track product visibility, enable direct commerce through LLM platforms.",
          "source": "Agentic Commerce",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/agentic-commerce/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Catalog optimization, price drift monitoring, retailer and inventory routing.",
          "source": "Parsnipp homepage",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "smart-llm-ads",
      "uri": "https://parsnipp.com/entity-map/#smart-llm-ads",
      "name": "Smart LLM Ads",
      "type": "Feature",
      "url": "https://parsnipp.com/llm-ads/",
      "definition": "Parsnipp's proprietary LLM ads targeting layer. It enriches an ad platform's own targeting with data already in the Parsnipp account: AI visibility data, prompt insights, personas and business context. Each live channel is named Smart Ads for [platform].",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        },
        {
          "predicate": "USES_DATA_FROM",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "HAS_VERSION",
          "target": "smart-ads-for-chatgpt",
          "target_name": "Smart Ads for ChatGPT"
        }
      ],
      "evidence": [
        {
          "claim": "Names Smart LLM Ads as Parsnipp's proprietary targeting layer, built on AI visibility data, prompt insights, personas and business context.",
          "source": "Parsnipp homepage",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Launch announcement for Smart LLM Ads.",
          "source": "Parsnipp Introduces Smart LLM Ads, the First Integrated, Market Ready AI Search Advertising Platform",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipp-introduces-smart-llm-ads-the-first-integrated-market-ready-ai-search-advertising-platform/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Smart LLM Ads is the product; Smart Ads for ChatGPT is its live channel version.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "smart-ads-for-chatgpt",
      "uri": "https://parsnipp.com/entity-map/#smart-ads-for-chatgpt",
      "name": "Smart Ads for ChatGPT",
      "type": "Feature",
      "url": "https://parsnipp.com/llm-ads/chatgpt-ads/",
      "definition": "The live ChatGPT version of Smart LLM Ads: ChatGPT Ads campaigns run through Parsnipp, with targeting enriched by the AI visibility data, prompt insights, personas and business context in the Parsnipp account.",
      "relations": [
        {
          "predicate": "VERSION_OF",
          "target": "smart-llm-ads",
          "target_name": "Smart LLM Ads"
        },
        {
          "predicate": "PART_OF",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        },
        {
          "predicate": "RUNS_ON",
          "target": "chatgpt-ads",
          "target_name": "ChatGPT Ads"
        }
      ],
      "evidence": [
        {
          "claim": "Smart Ads for ChatGPT enriches ChatGPT's targeting with the data already in a Parsnipp account. ChatGPT Ads is live; Gemini and Muse are coming soon.",
          "source": "Parsnipp homepage",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Parsnipp manages ChatGPT ads programs from strategy to reporting.",
          "source": "ChatGPT Ads",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/llm-ads/chatgpt-ads/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "content-recommendations",
      "uri": "https://parsnipp.com/entity-map/#content-recommendations",
      "name": "Content Recommendations",
      "type": "Feature",
      "url": "https://parsnipp.com/blog/parsnipp-releases-content-recommendations/",
      "definition": "GEO content feature in Parsnipp that recommends content changes to improve AI visibility.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Announces Content Recommendations as a GEO Content feature.",
          "source": "Parsnipp Releases Content Recommendations to Help Improve AI Visibility",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipp-releases-content-recommendations/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-services",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-services",
      "name": "Parsnipp services",
      "type": "Service",
      "url": "https://parsnipp.com/services/",
      "definition": "Forward deployed services in digital marketing, brand and AI search marketing that support platform customers, sold as hourly resources with no contracts or retainers. Parsnipp is a software company first; services are not a separate agency business.",
      "relations": [
        {
          "predicate": "PROVIDED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "SUPPORTS",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Services are sold as hourly resources with no contracts or retainers.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Services page.",
          "source": "Services",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/services/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Explains why Parsnipp paired the platform with an acquired digital marketing agency.",
          "source": "Why We Bought a Digital Marketing Agency",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/why-we-bought-a-digital-marketing-agency/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "free-plan",
      "uri": "https://parsnipp.com/entity-map/#free-plan",
      "name": "Free plan",
      "type": "Offer",
      "url": "https://parsnipp.com/pricing/",
      "definition": "$0/month. 1 persona, 25 prompt conversations, 3 competitors, reports for the first week only, ChatGPT and Gemini. No credit card.",
      "facts": {
        "price": "0",
        "currency": "USD"
      },
      "relations": [
        {
          "predicate": "OFFER_FOR",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Free plan limits and engines.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "core-plan",
      "uri": "https://parsnipp.com/entity-map/#core-plan",
      "name": "Core plan",
      "type": "Offer",
      "url": "https://parsnipp.com/pricing/",
      "definition": "$39.99/month. 2 personas, 50 prompt conversations, 5 competitors, daily reports, ChatGPT, Gemini and Claude, LLM Ads up to $1,000/month spend, limited Agentic Commerce.",
      "facts": {
        "price": "39.99",
        "currency": "USD"
      },
      "relations": [
        {
          "predicate": "OFFER_FOR",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Core plan limits and engines.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "advanced-plan",
      "uri": "https://parsnipp.com/entity-map/#advanced-plan",
      "name": "Advanced plan",
      "type": "Offer",
      "url": "https://parsnipp.com/pricing/",
      "definition": "From $99.99/month. 5 personas, 200 prompt conversations, 8 competitors, daily reports, ChatGPT, Gemini and Claude, 3 brands, LLM Ads up to $5,000/month spend, named customer success manager.",
      "facts": {
        "price_from": "99.99",
        "currency": "USD"
      },
      "relations": [
        {
          "predicate": "OFFER_FOR",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Advanced plan limits and engines.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "custom-package",
      "uri": "https://parsnipp.com/entity-map/#custom-package",
      "name": "Custom package",
      "type": "Offer",
      "url": "https://parsnipp.com/book-demo/",
      "definition": "Custom data coverage for multi-brand organizations and agencies. The only way to add Google AI Overviews, Google AI Mode and Muse.",
      "relations": [
        {
          "predicate": "OFFER_FOR",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Custom packages with the data coverage a team needs.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "AI Overviews, AI Mode and Muse are custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "free-custom-report",
      "uri": "https://parsnipp.com/entity-map/#free-custom-report",
      "name": "Free custom AI search marketing report",
      "type": "Offer",
      "url": "https://parsnipp.com/free-custom-ai-search-marketing-report/",
      "definition": "A free report prepared for one brand: how it shows up in AI answers, which prompts its LLM ads should target, and whether AI agents can transact with it.",
      "relations": [
        {
          "predicate": "OFFERED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "USES_DATA_FROM",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Request page for the free custom report.",
          "source": "Generate a Free AI Search Marketing Report for your Brand",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/free-custom-ai-search-marketing-report/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "persona-based-querying",
      "uri": "https://parsnipp.com/entity-map/#persona-based-querying",
      "name": "Persona-based querying",
      "type": "Method",
      "url": "https://parsnipp.com/glossary/persona-based-querying/",
      "definition": "Running the same buying journey as different customer personas and comparing what each is told. Parsnipp's core measurement method.",
      "relations": [
        {
          "predicate": "USED_BY",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Persona-Based Querying",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/persona-based-querying/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Why persona-based, multi-turn testing produces more accurate data.",
          "source": "Why Parsnipp's AI Visibility Data Is Accurate (And Most Competitors' are not)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/why-parsnipps-ai-visibility-data-is-better/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "multi-turn-conversation-modeling",
      "uri": "https://parsnipp.com/entity-map/#multi-turn-conversation-modeling",
      "name": "Multi-turn conversation modeling",
      "type": "Method",
      "url": "https://parsnipp.com/glossary/multi-turn-conversation-modeling/",
      "definition": "Tracking sequences of questions and follow-ups rather than single prompts, capturing the later, higher-intent turns where brands are shortlisted.",
      "relations": [
        {
          "predicate": "USED_BY",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Multi-Turn Conversation Modeling",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/multi-turn-conversation-modeling/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Simulates real shopper context and multi-turn conversations.",
          "source": "About Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/about/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Simulates multi-turn conversations with synthetic shopper personas, repeated across ChatGPT, Gemini, Claude, Grok, and Muse.",
          "source": "Parsnipp homepage",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "In 320 simulated conversations, recommendations formed only after the shopper gave a budget: Anker / Soundcore went from 0% to 86% to 100% of picks.",
          "source": "AI Search: Mentions & Visibility Aren't Enough",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "prompt-tracking",
      "uri": "https://parsnipp.com/entity-map/#prompt-tracking",
      "name": "Prompt tracking",
      "type": "Method",
      "url": "https://parsnipp.com/glossary/prompt-tracking/",
      "definition": "Recording what AI assistants say when a fixed set of buyer questions is asked, run after run, so a brand can see whether and how it is named. Parsnipp runs it as persona-based, multi-turn conversations rather than single prompts.",
      "relations": [
        {
          "predicate": "USED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Prompt Tracking",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/prompt-tracking/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "How to choose the prompts worth tracking.",
          "source": "How to Select the Right Prompts for AI Visibility Tracking",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/how-to-select-prompts-for-ai-visibility-tracking/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "How to build a prompt tracking library for ecommerce.",
          "source": "How to Build a Prompt Tracking Library for eCommerce",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/how-to-build-a-prompt-tracking-library-for-ecommerce/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ai-search-marketing",
      "uri": "https://parsnipp.com/entity-map/#ai-search-marketing",
      "name": "AI search marketing",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/ai-search-marketing/",
      "definition": "Reaching buyers inside AI assistants and agents through organic visibility (GEO / AEO), paid placement (LLM advertising) and agent-ready commerce. The category Parsnipp operates in.",
      "relations": [
        {
          "predicate": "INCLUDES",
          "target": "geo",
          "target_name": "Generative engine optimization (GEO)"
        },
        {
          "predicate": "INCLUDES",
          "target": "llm-advertising",
          "target_name": "LLM advertising"
        },
        {
          "predicate": "INCLUDES",
          "target": "agentic-commerce",
          "target_name": "Agentic commerce"
        },
        {
          "predicate": "DEFINED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "AI Search Marketing",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/ai-search-marketing/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Argues AI search marketing is broader than AEO.",
          "source": "AI Search Marketing Is Bigger Than AEO",
          "publisher": "Forbes Technology Council",
          "url": "https://www.forbes.com/councils/forbestechcouncil/2026/10/06/ai-search-marketing-is-bigger-than-aeo/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "geo",
      "uri": "https://parsnipp.com/entity-map/#geo",
      "name": "Generative engine optimization (GEO)",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/generative-engine-optimization-geo/",
      "also_known_as": [
        "Answer engine optimization (AEO)",
        "AI SEO",
        "AI search optimization (AISO)",
        "LLMO"
      ],
      "definition": "Getting a brand mentioned and cited in AI-generated answers. GEO and AEO are two names for the same practice, the organic part of AI search marketing.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "ai-search-marketing",
          "target_name": "AI search marketing"
        },
        {
          "predicate": "IMPLEMENTED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Generative Engine Optimization (GEO)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/generative-engine-optimization-geo/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "How the terms compare.",
          "source": "AEO vs GEO vs AI SEO",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/aeo-vs-geo-vs-ai-seo/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Definition of AEO.",
          "source": "Answer Engine Optimization (AEO)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/answer-engine-optimization-aeo/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "llm-advertising",
      "uri": "https://parsnipp.com/entity-map/#llm-advertising",
      "name": "LLM advertising",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/llm-advertising/",
      "definition": "Paid placement inside the answers an AI assistant writes.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "ai-search-marketing",
          "target_name": "AI search marketing"
        },
        {
          "predicate": "IMPLEMENTED_BY",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "LLM Advertising",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/llm-advertising/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "agentic-commerce",
      "uri": "https://parsnipp.com/entity-map/#agentic-commerce",
      "name": "Agentic commerce",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/agentic-commerce/",
      "definition": "Buying and selling where an AI agent does the searching, comparing and often the purchasing on a person's behalf.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "ai-search-marketing",
          "target_name": "AI search marketing"
        },
        {
          "predicate": "IMPLEMENTED_BY",
          "target": "agentic-commerce-product",
          "target_name": "Parsnipp Agentic Commerce"
        },
        {
          "predicate": "USES",
          "target": "agentic-commerce-protocols",
          "target_name": "Agentic commerce protocols"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Agentic Commerce",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/agentic-commerce/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "agentic-commerce-protocols",
      "uri": "https://parsnipp.com/entity-map/#agentic-commerce-protocols",
      "name": "Agentic commerce protocols",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/agentic-commerce-protocols/",
      "definition": "The competing open standards for how AI agents find products, prove who they are, check out and pay on a person's behalf, including ACP, UCP, AP2 and MCP.",
      "relations": [
        {
          "predicate": "INCLUDES",
          "target": "acp",
          "target_name": "Agentic Commerce Protocol (ACP)"
        },
        {
          "predicate": "INCLUDES",
          "target": "ucp",
          "target_name": "Universal Commerce Protocol (UCP)"
        },
        {
          "predicate": "INCLUDES",
          "target": "ap2",
          "target_name": "Agent Payments Protocol (AP2)"
        },
        {
          "predicate": "INCLUDES",
          "target": "mcp",
          "target_name": "Model Context Protocol (MCP)"
        },
        {
          "predicate": "PART_OF",
          "target": "agentic-commerce",
          "target_name": "Agentic commerce"
        }
      ],
      "evidence": [
        {
          "claim": "Compares ACP, UCP, MCP, AP2, MPP, Visa TAP, Mastercard Agent Pay, Klarna APP and PAP.",
          "source": "Agentic Commerce Protocols",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/agentic-commerce-protocols/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Which layers of a product feed agents need.",
          "source": "The agentic commerce feed stack: what eCommerce teams actually need to track",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/the-agentic-commerce-feed-stack-what-ecommerce-teams-actually-need-to-track/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "acp",
      "uri": "https://parsnipp.com/entity-map/#acp",
      "name": "Agentic Commerce Protocol (ACP)",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/agentic-commerce-protocol-acp/",
      "also_known_as": [
        "ACP"
      ],
      "definition": "Open specification from OpenAI and Stripe for how AI agents and merchants exchange product, checkout and payment information.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "agentic-commerce-protocols",
          "target_name": "Agentic commerce protocols"
        },
        {
          "predicate": "SUPPORTED_BY",
          "target": "agentic-commerce-product",
          "target_name": "Parsnipp Agentic Commerce"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Agentic Commerce Protocol (ACP)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/agentic-commerce-protocol-acp/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "What merchants need in place to sell through ACP.",
          "source": "GEO Tip of the Week: Get Ready for the Agentic Commerce Protocol (ACP)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/geo-tip-of-the-week-agentic-commerce-protocol/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ucp",
      "uri": "https://parsnipp.com/entity-map/#ucp",
      "name": "Universal Commerce Protocol (UCP)",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/universal-commerce-protocol-ucp/",
      "also_known_as": [
        "UCP"
      ],
      "definition": "Open standard from Google for how AI agents interact with merchant systems across the whole shopping journey.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "agentic-commerce-protocols",
          "target_name": "Agentic commerce protocols"
        },
        {
          "predicate": "SUPPORTED_BY",
          "target": "agentic-commerce-product",
          "target_name": "Parsnipp Agentic Commerce"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Universal Commerce Protocol (UCP)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/universal-commerce-protocol-ucp/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ap2",
      "uri": "https://parsnipp.com/entity-map/#ap2",
      "name": "Agent Payments Protocol (AP2)",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/agent-payments-protocol-ap2/",
      "also_known_as": [
        "AP2"
      ],
      "definition": "Google's open protocol for proving a shopper approved a purchase their AI agent makes.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "agentic-commerce-protocols",
          "target_name": "Agentic commerce protocols"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Agent Payments Protocol (AP2)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/agent-payments-protocol-ap2/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "mcp",
      "uri": "https://parsnipp.com/entity-map/#mcp",
      "name": "Model Context Protocol (MCP)",
      "type": "Concept",
      "url": "https://parsnipp.com/glossary/model-context-protocol-mcp/",
      "also_known_as": [
        "MCP"
      ],
      "definition": "Open protocol, introduced by Anthropic, for connecting AI assistants to outside tools and data.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "agentic-commerce-protocols",
          "target_name": "Agentic commerce protocols"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Model Context Protocol (MCP)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/model-context-protocol-mcp/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ai-visibility",
      "uri": "https://parsnipp.com/entity-map/#ai-visibility",
      "name": "AI visibility",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/ai-visibility/",
      "definition": "How often and how favorably a brand appears in AI-generated answers across tracked conversations.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "AI Visibility",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/ai-visibility/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "share-of-voice",
      "uri": "https://parsnipp.com/entity-map/#share-of-voice",
      "name": "Share of voice (AI search)",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/share-of-voice-ai-search/",
      "definition": "A brand's share of all brand mentions in a set of generated answers.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Share of Voice (AI Search)",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/share-of-voice-ai-search/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ai-brand-sentiment",
      "uri": "https://parsnipp.com/entity-map/#ai-brand-sentiment",
      "name": "AI brand sentiment",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/ai-brand-sentiment/",
      "definition": "The tone an AI assistant takes when it describes a brand.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "AI Brand Sentiment",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/ai-brand-sentiment/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "citation-rate",
      "uri": "https://parsnipp.com/entity-map/#citation-rate",
      "name": "Citation rate",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/citation-rate/",
      "definition": "The share of tracked prompts where an AI assistant names a site as a source.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Citation Rate",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/citation-rate/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ai-visibility-score",
      "uri": "https://parsnipp.com/entity-map/#ai-visibility-score",
      "name": "AI Visibility Score",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/visibility-score/",
      "definition": "Parsnipp's single number for how often and how prominently a brand appears across its tracked AI answers. Not the same as the GEO Score.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition of a visibility score.",
          "source": "Visibility Score",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/visibility-score/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "NPHub's AI Visibility Score rose 44% in 30 days.",
          "source": "How NPHub Grew LLM Traffic 380% in 30 Days",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/how-nphub-quadrupled-llm-traffic-in-30-days/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "ai-recommendation-rate",
      "uri": "https://parsnipp.com/entity-map/#ai-recommendation-rate",
      "name": "AI recommendation rate",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/ai-recommendation-rate/",
      "definition": "The share of AI-generated answers that put a brand's product forward as the pick, as distinct from answers that only mention it.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "CONTRASTS_WITH",
          "target": "ai-visibility",
          "target_name": "AI visibility"
        },
        {
          "predicate": "EVIDENCED_BY",
          "target": "mentions-vs-recommendations-study",
          "target_name": "AI Search: Mentions & Visibility Aren't Enough"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "AI Recommendation Rate",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/ai-recommendation-rate/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Of 960 brand mentions in 320 simulated shopper conversations, 700 became a recommendation; Bose was named in 82 answers and recommended in none.",
          "source": "AI Search: Mentions & Visibility Aren't Enough",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "geo-score",
      "uri": "https://parsnipp.com/entity-map/#geo-score",
      "name": "GEO Score",
      "type": "Metric",
      "url": "https://parsnipp.com/glossary/geo-score/",
      "definition": "Parsnipp's composite score for how well a site and brand are set up to be cited by AI assistants.",
      "relations": [
        {
          "predicate": "MEASURED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "GEO Score",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/geo-score/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "chatgpt",
      "uri": "https://parsnipp.com/entity-map/#chatgpt",
      "name": "ChatGPT",
      "type": "AIEngine",
      "definition": "OpenAI's assistant. Tracked on all Parsnipp plans.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        },
        {
          "predicate": "HAS_AD_PRODUCT",
          "target": "chatgpt-ads",
          "target_name": "ChatGPT Ads"
        }
      ],
      "evidence": [
        {
          "claim": "Included on Free, Core and Advanced.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "gemini",
      "uri": "https://parsnipp.com/entity-map/#gemini",
      "name": "Gemini",
      "type": "AIEngine",
      "url": "https://parsnipp.com/glossary/gemini/",
      "definition": "Google's assistant and model family. Tracked on all Parsnipp plans.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Gemini",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/gemini/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Included on Free, Core and Advanced.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "claude",
      "uri": "https://parsnipp.com/entity-map/#claude",
      "name": "Claude",
      "type": "AIEngine",
      "definition": "Anthropic's assistant. Tracked on Core and Advanced.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Included on Core and Advanced.",
          "source": "Pricing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/pricing/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "grok",
      "uri": "https://parsnipp.com/entity-map/#grok",
      "name": "Grok",
      "type": "AIEngine",
      "url": "https://parsnipp.com/glossary/grok/",
      "definition": "xAI's assistant. Tracked on custom packages.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Grok",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/grok/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "perplexity",
      "uri": "https://parsnipp.com/entity-map/#perplexity",
      "name": "Perplexity",
      "type": "AIEngine",
      "url": "https://parsnipp.com/glossary/perplexity-ai/",
      "definition": "AI answer engine that writes cited replies from live web sources. Not tracked by Parsnipp on any plan.",
      "relations": [],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Perplexity AI",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/perplexity-ai/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Parsnipp does not track or offer Perplexity on any plan.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "google-ai-overviews",
      "uri": "https://parsnipp.com/entity-map/#google-ai-overviews",
      "name": "Google AI Overviews",
      "type": "AIEngine",
      "url": "https://parsnipp.com/glossary/ai-overview/",
      "definition": "Google's AI summaries above search results. Tracked on custom packages.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "AI Overview",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/ai-overview/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "google-ai-mode",
      "uri": "https://parsnipp.com/entity-map/#google-ai-mode",
      "name": "Google AI Mode",
      "type": "AIEngine",
      "url": "https://parsnipp.com/glossary/google-ai-mode/",
      "definition": "Google Search's conversational answer mode. Tracked on custom packages.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Definition.",
          "source": "Google AI Mode",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/google-ai-mode/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "muse",
      "uri": "https://parsnipp.com/entity-map/#muse",
      "name": "Muse",
      "type": "AIEngine",
      "definition": "AI assistant tracked by Parsnipp for brands that need it. Tracked on custom packages.",
      "relations": [
        {
          "predicate": "TRACKED_BY",
          "target": "geo-aeo-product",
          "target_name": "Parsnipp GEO / AEO"
        }
      ],
      "evidence": [
        {
          "claim": "Custom packages only.",
          "source": "AI Instructions",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/ai-instructions/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "chatgpt-ads",
      "uri": "https://parsnipp.com/entity-map/#chatgpt-ads",
      "name": "ChatGPT Ads",
      "type": "AdPlatform",
      "url": "https://parsnipp.com/glossary/chatgpt-ads/",
      "definition": "OpenAI's advertising product inside ChatGPT. Campaigns can be created and managed through Parsnipp LLM Ads.",
      "relations": [
        {
          "predicate": "MANAGED_THROUGH",
          "target": "llm-ads-product",
          "target_name": "Parsnipp LLM Ads"
        },
        {
          "predicate": "TARGETED_BY",
          "target": "smart-ads-for-chatgpt",
          "target_name": "Smart Ads for ChatGPT"
        }
      ],
      "evidence": [
        {
          "claim": "Parsnipp manages ChatGPT ads programs from strategy to reporting.",
          "source": "ChatGPT Ads",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/llm-ads/chatgpt-ads/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Definition.",
          "source": "ChatGPT Ads",
          "publisher": "Parsnipp Glossary",
          "url": "https://parsnipp.com/glossary/chatgpt-ads/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Where ChatGPT Ads and the other LLM ad platforms stood in Q3 2026.",
          "source": "LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q3 2026)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-blog",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-blog",
      "name": "Parsnipp blog",
      "type": "Publication",
      "url": "https://parsnipp.com/blog/",
      "definition": "Parsnipp's articles on AI search marketing: GEO / AEO how-tos, LLM advertising, agentic commerce, customer results and company news. Available as RSS.",
      "same_as": [
        "https://parsnipp.com/feed.xml"
      ],
      "relations": [
        {
          "predicate": "PUBLISHED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "HAS_SERIES",
          "target": "geo-tip-of-the-week",
          "target_name": "GEO Tip of the Week"
        },
        {
          "predicate": "HAS_SERIES",
          "target": "llm-ads-snapshot",
          "target_name": "LLMs and Advertising: quarterly snapshot"
        }
      ],
      "evidence": [
        {
          "claim": "Blog index.",
          "source": "AI Search Marketing",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "geo-tip-of-the-week",
      "uri": "https://parsnipp.com/entity-map/#geo-tip-of-the-week",
      "name": "GEO Tip of the Week",
      "type": "Publication",
      "url": "https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/",
      "definition": "A weekly series of short, practical fixes that help a brand get cited in AI answers, such as schema markup, llms.txt, canonical tags, product feeds and AI conversion tracking.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        },
        {
          "predicate": "WRITTEN_BY",
          "target": "brandon-robinson",
          "target_name": "Brandon Robinson"
        }
      ],
      "evidence": [
        {
          "claim": "First tip, March 2026: aggregate rating and review schema.",
          "source": "GEO Tip of the Week: Add Aggregate Rating and Review Schema",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/parsnipps-weekly-geo-tip-rating-review-schema/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "A later tip, on the Agentic Commerce Protocol.",
          "source": "GEO Tip of the Week: Get Ready for the Agentic Commerce Protocol (ACP)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/geo-tip-of-the-week-agentic-commerce-protocol/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "llm-ads-snapshot",
      "uri": "https://parsnipp.com/entity-map/#llm-ads-snapshot",
      "name": "LLMs and Advertising: quarterly snapshot",
      "type": "Publication",
      "url": "https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/",
      "definition": "A quarterly review of where each major LLM platform stands on advertising, first published for Q1 2026.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        },
        {
          "predicate": "WRITTEN_BY",
          "target": "molly-pannell",
          "target_name": "Molly Pannell"
        },
        {
          "predicate": "WRITTEN_BY",
          "target": "andrew-higgins",
          "target_name": "Andrew Higgins"
        },
        {
          "predicate": "COVERS",
          "target": "chatgpt-ads",
          "target_name": "ChatGPT Ads"
        },
        {
          "predicate": "COVERS",
          "target": "llm-advertising",
          "target_name": "LLM advertising"
        }
      ],
      "evidence": [
        {
          "claim": "Q1 2026 edition, by Andrew Higgins.",
          "source": "LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q1 2026)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/llm-advertising-where-platforms-stand-q1-2026/",
          "retrieved": "2026-10-17"
        },
        {
          "claim": "Q3 2026 edition.",
          "source": "LLMs & Advertising: A Snapshot of Where Each Platform Stands (Q3 2026)",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/llms-advertising-a-snapshot-of-where-each-platform-stands-q3-2026/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "mentions-vs-recommendations-study",
      "uri": "https://parsnipp.com/entity-map/#mentions-vs-recommendations-study",
      "name": "AI Search: Mentions & Visibility Aren't Enough",
      "type": "Publication",
      "url": "https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/",
      "definition": "Parsnipp's October 2026 study of 320 simulated shopper conversations (headphones under 150 US dollars, GPT-5.6 and Gemini 3.8 Flash, two batches of 160) showing that nearly three in ten brand mentions never became a recommendation.",
      "relations": [
        {
          "predicate": "PART_OF",
          "target": "parsnipp-blog",
          "target_name": "Parsnipp blog"
        },
        {
          "predicate": "WRITTEN_BY",
          "target": "molly-pannell",
          "target_name": "Molly Pannell"
        },
        {
          "predicate": "PUBLISHED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "ABOUT",
          "target": "ai-recommendation-rate",
          "target_name": "AI recommendation rate"
        },
        {
          "predicate": "USES_METHOD",
          "target": "multi-turn-conversation-modeling",
          "target_name": "Multi-turn conversation modeling"
        }
      ],
      "evidence": [
        {
          "claim": "Of 960 brand mentions, 700 became a recommendation. Bose: 82 mentions, 0 recommendations. Sony: 181 mentions, 101 recommendations.",
          "source": "AI Search: Mentions & Visibility Aren't Enough",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/blog/ai-search-mentions-and-visibility-arent-enough/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-news",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-news",
      "name": "Parsnipp AI Search News",
      "type": "Publication",
      "url": "https://parsnipp.com/news/",
      "definition": "Curated industry news on AI search, LLM advertising and agentic commerce, each with Parsnipp's read. Available as HTML and JSON.",
      "same_as": [
        "https://parsnipp.com/news/feed.json"
      ],
      "relations": [
        {
          "predicate": "PUBLISHED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "News index; JSON feed at /news/feed.json.",
          "source": "AI Search & GEO News",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/news/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-glossary",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-glossary",
      "name": "Parsnipp AI Search & GEO Glossary",
      "type": "Publication",
      "url": "https://parsnipp.com/glossary/",
      "definition": "129 defined terms covering AI search, GEO, LLM advertising and agentic commerce, each a standalone page with FAQs.",
      "same_as": [
        "https://parsnipp.com/llms-full.txt"
      ],
      "relations": [
        {
          "predicate": "PUBLISHED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "DEFINES",
          "target": "geo",
          "target_name": "Generative engine optimization (GEO)"
        },
        {
          "predicate": "DEFINES",
          "target": "ai-search-marketing",
          "target_name": "AI search marketing"
        }
      ],
      "evidence": [
        {
          "claim": "Glossary index.",
          "source": "AI Search Glossary of Terms",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/glossary/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnipp-help-center",
      "uri": "https://parsnipp.com/entity-map/#parsnipp-help-center",
      "name": "Parsnipp Help Center",
      "type": "Publication",
      "url": "https://parsnipp.com/help/",
      "definition": "Platform tutorials for every screen in Parsnipp, and step-by-step implementation guides for the recommendations in a Parsnipp audit, one guide per recommendation under /help/guides/.",
      "relations": [
        {
          "predicate": "PUBLISHED_BY",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        },
        {
          "predicate": "ABOUT",
          "target": "parsnipp-platform",
          "target_name": "Parsnipp platform"
        },
        {
          "predicate": "WRITTEN_BY",
          "target": "andrew-higgins",
          "target_name": "Andrew Higgins"
        }
      ],
      "evidence": [
        {
          "claim": "Help Center home: Platform Tutorial and Recommendation Guides collections.",
          "source": "Help Center",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/help/",
          "retrieved": "2026-10-17"
        }
      ]
    },
    {
      "id": "parsnip",
      "uri": "https://parsnipp.com/entity-map/#parsnip",
      "name": "Parsnip (one P)",
      "type": "Disambiguation",
      "url": "https://parsnipp.com/glossary/parsnip-vs-parsnipp/",
      "definition": "A root vegetable (Pastinaca sativa) and a name used by unrelated companies. Not Parsnipp.",
      "relations": [
        {
          "predicate": "DIFFERENT_FROM",
          "target": "parsnipp",
          "target_name": "Parsnipp"
        }
      ],
      "evidence": [
        {
          "claim": "Parsnip with one P is the vegetable; Parsnipp with two Ps is the software company.",
          "source": "Parsnip vs Parsnipp",
          "publisher": "Parsnipp",
          "url": "https://parsnipp.com/glossary/parsnip-vs-parsnipp/",
          "retrieved": "2026-10-17"
        }
      ]
    }
  ]
}