{
  "graph_id": "scrums_com_knowledge_graph",
  "graph_version": "1.1.0",
  "last_updated": "2026-05-26",
  "status": "in_progress",
  "completion_percentage": "25%",

  "metadata": {
    "description": "Complete knowledge graph for Scrums.com including all relationships, RDF triples, semantic connections, and graph structures",
    "namespace": "https://scrums.com/ns/",
    "base_uri": "https://www.scrums.com/",
    "ontology_version": "1.0",
    "data_steward": "Scrums.com Growth Team",
    "primary_entity": "https://www.scrums.com/#organization"
  },

  "namespaces": {
    "rdf": "http://www.w3.org/1999/02/22-rdf-syntax-ns#",
    "rdfs": "http://www.w3.org/2000/01/rdf-schema#",
    "owl": "http://www.w3.org/2002/07/owl#",
    "skos": "http://www.w3.org/2004/02/skos/core#",
    "schema": "https://schema.org/",
    "foaf": "http://xmlns.com/foaf/0.1/",
    "org": "http://www.w3.org/ns/org#",
    "prov": "http://www.w3.org/ns/prov#",
    "dc": "http://purl.org/dc/elements/1.1/",
    "dcterms": "http://purl.org/dc/terms/",
    "custom": "https://scrums.com/ns/"
  },

  "integration_relationships": [
    {
      "relationship_id": "rel_001",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com",
        "entity_name": "Scrums.com"
      },
      "object": {
        "entity_id": "github",
        "entity_uri": "https://github.com",
        "entity_name": "GitHub"
      },
      "description": "Version control and delivery intelligence integration",
      "integration_type": "bidirectional_api",
      "data_flow": "bidirectional",
      "strength": 0.95,
      "criticality": "high",
      "verified": false,
      "verification_source": "VERIFY - Source",
      "last_verified": "VERIFY - Date",
      "integration_details": {
        "api_endpoint": "VERIFY - API endpoint",
        "authentication": "VERIFY - Auth method",
        "data_synced": ["commits", "pull_requests", "issues", "delivery_metrics"]
      }
    },
    {
      "relationship_id": "rel_002",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com"
      },
      "object": {
        "entity_id": "jira",
        "entity_uri": "VERIFY - Jira URI",
        "entity_name": "Jira"
      },
      "description": "Project management and sprint tracking integration",
      "integration_type": "VERIFY - Type",
      "strength": 0.90,
      "criticality": "high",
      "verified": false,
      "verification_source": "VERIFY - Source",
      "integration_details": {
        "data_synced": ["VERIFY - Data types"]
      }
    },
    {
      "relationship_id": "rel_003",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com"
      },
      "object": {
        "entity_id": "linear",
        "entity_uri": "https://linear.app",
        "entity_name": "Linear"
      },
      "description": "Issue tracking and delivery analytics integration",
      "integration_type": "VERIFY - Type",
      "strength": 0.85,
      "verified": false,
      "verification_source": "VERIFY - Source"
    },
    {
      "relationship_id": "rel_004",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com"
      },
      "object": {
        "entity_id": "slack",
        "entity_uri": "https://slack.com",
        "entity_name": "Slack"
      },
      "description": "Team communication and notifications integration",
      "strength": 0.80,
      "verified": false
    },
    {
      "relationship_id": "rel_005",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "aws",
        "entity_uri": "https://aws.amazon.com",
        "entity_name": "AWS"
      },
      "description": "Cloud infrastructure support",
      "strength": "VERIFY",
      "verified": false
    },
    {
      "relationship_id": "rel_006",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "azure",
        "entity_uri": "https://azure.microsoft.com",
        "entity_name": "Azure"
      },
      "description": "Cloud infrastructure support",
      "verified": false
    },
    {
      "relationship_id": "rel_007",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "gcp",
        "entity_uri": "https://cloud.google.com",
        "entity_name": "GCP"
      },
      "description": "Cloud infrastructure support",
      "verified": false
    },
    {
      "relationship_id": "rel_008",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Integration 8"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "rel_009",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Integration 9"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "rel_010",
      "relationship_type": "integrates_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Integration 10"
      },
      "description": "VERIFY - Description",
      "verified": false
    }
  ],

  "competitive_relationships": [
    {
      "relationship_id": "comp_001",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com"
      },
      "object": {
        "entity_id": "toptal",
        "entity_uri": "https://toptal.com",
        "entity_name": "Toptal"
      },
      "differentiation_vector": "SEOP vs freelance marketplace",
      "market_overlap": "high",
      "competitive_intensity": "VERIFY - Intensity (high/medium/low)",
      "differentiation_details": {
        "scrums_advantage": ["Integrated orchestration", "AI agents", "Delivery intelligence"],
        "toptal_advantage": ["VERIFY - Toptal advantages"],
        "key_differentiator": "Platform vs marketplace model"
      },
      "verified": false,
      "notes": "VERIFY - Competitive notes"
    },
    {
      "relationship_id": "comp_002",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "andela",
        "entity_uri": "https://andela.com",
        "entity_name": "Andela"
      },
      "differentiation_vector": "SEOP vs talent network",
      "market_overlap": "high",
      "verified": false
    },
    {
      "relationship_id": "comp_003",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "thoughtbot",
        "entity_uri": "https://thoughtbot.com",
        "entity_name": "Thoughtbot"
      },
      "differentiation_vector": "SEOP vs dev agency",
      "market_overlap": "medium",
      "verified": false
    },
    {
      "relationship_id": "comp_004",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "10clouds",
        "entity_uri": "https://10clouds.com",
        "entity_name": "10Clouds"
      },
      "differentiation_vector": "SEOP vs dev agency",
      "market_overlap": "medium",
      "verified": false
    },
    {
      "relationship_id": "comp_005",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "traditional_dev_agencies",
        "entity_name": "Traditional dev agencies"
      },
      "differentiation_vector": "SEOP vs project-based",
      "market_overlap": "high",
      "verified": false
    },
    {
      "relationship_id": "comp_006",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "offshore_outsourcing",
        "entity_name": "Offshore outsourcing firms"
      },
      "differentiation_vector": "SEOP vs cost-based outsourcing",
      "market_overlap": "medium",
      "verified": false
    },
    {
      "relationship_id": "comp_007",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Competitor 7"
      },
      "differentiation_vector": "VERIFY - Differentiation",
      "verified": false
    },
    {
      "relationship_id": "comp_008",
      "relationship_type": "competes_with",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Competitor 8"
      },
      "differentiation_vector": "VERIFY - Differentiation",
      "verified": false
    },
    {
      "relationship_id": "comp_009",
      "relationship_type": "alternative_to",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Alternative 1"
      },
      "description": "VERIFY - How it's alternative",
      "verified": false
    },
    {
      "relationship_id": "comp_010",
      "relationship_type": "alternative_to",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Alternative 2"
      },
      "description": "VERIFY - How it's alternative",
      "verified": false
    }
  ],

  "category_hierarchy": [
    {
      "relationship_id": "cat_001",
      "relationship_type": "broader_than",
      "subject": {
        "concept_id": "software_delivery_platform",
        "concept_uri": "VERIFY - Concept URI",
        "concept_label": "Software Delivery Platform"
      },
      "object": {
        "concept_id": "seop",
        "concept_uri": "https://scrums.com/ns/SEOP",
        "concept_label": "Software Engineering Orchestration Platform"
      },
      "description": "SEOP is narrower/more specific than Software Delivery Platform",
      "hierarchy_level": 2,
      "verified": false,
      "source": "VERIFY - Source"
    },
    {
      "relationship_id": "cat_002",
      "relationship_type": "narrower_than",
      "subject": {
        "concept_id": "seop",
        "concept_label": "SEOP"
      },
      "object": {
        "concept_id": "software_delivery_platform",
        "concept_label": "Software Delivery Platform"
      },
      "description": "SEOP is a specific type of Software Delivery Platform",
      "verified": false
    },
    {
      "relationship_id": "cat_003",
      "relationship_type": "related_to",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "devops_platform",
        "concept_label": "DevOps Platform"
      },
      "description": "Related but distinct categories",
      "relationship_strength": "moderate",
      "verified": false
    },
    {
      "relationship_id": "cat_004",
      "relationship_type": "related_to",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "engineering_ops_platform",
        "concept_label": "Engineering Operations Platform"
      },
      "description": "Synonym/related category",
      "verified": false
    },
    {
      "relationship_id": "cat_005",
      "relationship_type": "related_to",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "observability_platform",
        "concept_label": "Observability Platform"
      },
      "description": "Complementary category",
      "verified": false
    },
    {
      "relationship_id": "cat_006",
      "relationship_type": "related_to",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "cicd_platform",
        "concept_label": "CI/CD Platform"
      },
      "description": "Related tooling category",
      "verified": false
    },
    {
      "relationship_id": "cat_007",
      "relationship_type": "different_from",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "project_management_tool",
        "concept_label": "Project Management Tool"
      },
      "description": "SEOP orchestrates full delivery layer, not just PM",
      "verified": false
    },
    {
      "relationship_id": "cat_008",
      "relationship_type": "different_from",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "freelance_marketplace",
        "concept_label": "Freelance Marketplace"
      },
      "description": "SEOP is platform, not marketplace",
      "verified": false
    },
    {
      "relationship_id": "cat_009",
      "relationship_type": "different_from",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "dev_agency",
        "concept_label": "Dev Agency"
      },
      "description": "SEOP is platform, not service provider",
      "verified": false
    },
    {
      "relationship_id": "cat_010",
      "relationship_type": "broader_than",
      "subject": {
        "concept_id": "VERIFY",
        "concept_label": "VERIFY - Parent category"
      },
      "object": {
        "concept_id": "seop"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "cat_011",
      "relationship_type": "narrower_than",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "VERIFY",
        "concept_label": "VERIFY - Sub-category"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "cat_012",
      "relationship_type": "related_to",
      "subject": {
        "concept_id": "seop"
      },
      "object": {
        "concept_id": "VERIFY",
        "concept_label": "VERIFY - Related concept"
      },
      "description": "VERIFY - Description",
      "verified": false
    }
  ],

  "founder_relationships": [
    {
      "relationship_id": "founder_001",
      "relationship_type": "founded",
      "subject": {
        "entity_id": "gerald_neves",
        "entity_uri": "https://www.scrums.com/about-us#gerald-neves",
        "entity_name": "Gerald Neves",
        "entity_type": "Person"
      },
      "object": {
        "entity_id": "scrums_com",
        "entity_uri": "https://scrums.com",
        "entity_name": "Scrums.com"
      },
      "description": "Gerald founded Scrums.com (SovTech) in 2012",
      "founding_date": "2012-06-07",
      "role": "Founder",
      "verified": false,
      "source": "VERIFY - Source"
    },
    {
      "relationship_id": "founder_002",
      "relationship_type": "is_ceo_of",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "scrums_com"
      },
      "description": "Current CEO role",
      "start_date": "VERIFY - Start date",
      "verified": false
    },
    {
      "relationship_id": "founder_003",
      "relationship_type": "owns",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "scrums_com"
      },
      "description": "Ownership stake",
      "ownership_percentage": "VERIFY - % if public",
      "verified": false
    },
    {
      "relationship_id": "founder_004",
      "relationship_type": "invests_in",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Portfolio company 1"
      },
      "description": "Multi-business operator",
      "investment_type": "VERIFY - Type (founder/investor/etc)",
      "verified": false
    },
    {
      "relationship_id": "founder_005",
      "relationship_type": "invests_in",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Portfolio company 2"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "founder_006",
      "relationship_type": "invests_in",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Portfolio company 3"
      },
      "verified": false
    },
    {
      "relationship_id": "founder_007",
      "relationship_type": "invests_in",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Portfolio company 4"
      },
      "verified": false
    },
    {
      "relationship_id": "founder_008",
      "relationship_type": "invests_in",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Portfolio company 5"
      },
      "verified": false
    },
    {
      "relationship_id": "founder_009",
      "relationship_type": "published",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - 'Default Alive' book",
        "entity_type": "Publication"
      },
      "description": "Research publication on business longevity",
      "publication_date": "VERIFY - Date",
      "verified": false
    },
    {
      "relationship_id": "founder_010",
      "relationship_type": "published",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - SEOP research paper"
      },
      "description": "VERIFY - Description",
      "verified": false
    },
    {
      "relationship_id": "founder_011",
      "relationship_type": "published",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Publication 3"
      },
      "verified": false
    },
    {
      "relationship_id": "founder_012",
      "relationship_type": "alumniOf",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "edinburgh_business_school",
        "entity_name": "Edinburgh Business School (EBS)",
        "entity_type": "EducationalOrganization"
      },
      "description": "Founder education",
      "verified": true
    },
    {
      "relationship_id": "founder_013",
      "relationship_type": "knows_about",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "topic_seop",
        "entity_name": "Software Engineering Orchestration"
      },
      "description": "Founder expertise - Scrums.com domain",
      "verified": true
    },
    {
      "relationship_id": "founder_014",
      "relationship_type": "knows_about",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "topic_ai_agents",
        "entity_name": "AI Agents"
      },
      "description": "Founder expertise - AI automation",
      "verified": true
    },
    {
      "relationship_id": "founder_015",
      "relationship_type": "knows_about",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "topic_long_term_thinking",
        "entity_name": "Long-Term Thinking"
      },
      "description": "Founder expertise - book authorship topic",
      "verified": true
    },
    {
      "relationship_id": "founder_016",
      "relationship_type": "knows_about",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "topic_vc_studio_ops",
        "entity_name": "Venture Capital Studio Operations"
      },
      "description": "Founder expertise - VC who builds studios",
      "verified": true
    },
    {
      "relationship_id": "founder_017",
      "relationship_type": "owns",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "officebox",
        "entity_name": "OfficeBox",
        "entity_type": "Organization"
      },
      "description": "Organization owned by founder",
      "verified": true
    },
    {
      "relationship_id": "founder_018",
      "relationship_type": "owns",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "macs_software",
        "entity_name": "MACS Software",
        "entity_type": "Organization"
      },
      "description": "Organization owned by founder",
      "verified": true
    },
    {
      "relationship_id": "founder_019",
      "relationship_type": "member_of",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "finch_technologies",
        "entity_name": "Finch Technologies",
        "entity_type": "Organization"
      },
      "role": "Board Member",
      "description": "Board membership",
      "verified": true
    },
    {
      "relationship_id": "founder_020",
      "relationship_type": "affiliated_with",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "blaze_ai",
        "entity_name": "Blaze.AI",
        "entity_type": "Organization"
      },
      "role": "Investor",
      "description": "Founder affiliation",
      "verified": true
    }
  ],

  "leadership_team": [
    {
      "relationship_id": "leader_001",
      "relationship_type": "has_employee",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "chase_le_roux",
        "entity_name": "Chase le Roux",
        "entity_type": "Person"
      },
      "role": "Chief Revenue Officer",
      "verified": true
    },
    {
      "relationship_id": "leader_002",
      "relationship_type": "has_employee",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "sarah_anderson",
        "entity_name": "Sarah Anderson",
        "entity_type": "Person"
      },
      "role": "VP, Talent & Ops",
      "verified": true
    },
    {
      "relationship_id": "leader_003",
      "relationship_type": "has_employee",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "edward_vincent",
        "entity_name": "Edward Vincent",
        "entity_type": "Person"
      },
      "role": "VP, Global Client Partnership",
      "verified": true
    }
  ],

  "product_relationships": [
    {
      "relationship_id": "prod_001",
      "relationship_type": "offers",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "dedicated_teams",
        "entity_uri": "https://www.scrums.com/hire/teams",
        "entity_name": "Dedicated Teams",
        "entity_type": "Product"
      },
      "description": "Company offers this product",
      "offering_type": "service",
      "verified": false,
      "source": "VERIFY - Source"
    },
    {
      "relationship_id": "prod_002",
      "relationship_type": "offers",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "staff_augmentation",
        "entity_uri": "https://www.scrums.com/hire/staff-augmentation",
        "entity_name": "Staff Augmentation"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_003",
      "relationship_type": "offers",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "pdaas",
        "entity_uri": "https://www.scrums.com/ai-development/product-development",
        "entity_name": "PDaaS"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_004",
      "relationship_type": "offers",
      "subject": {
        "entity_id": "scrums_com"
      },
      "object": {
        "entity_id": "scrums_ai",
        "entity_uri": "https://www.scrums.com/platform",
        "entity_name": "Scrums.AI"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_005",
      "relationship_type": "is_part_of",
      "subject": {
        "entity_id": "dedicated_teams"
      },
      "object": {
        "entity_id": "scrums_com_seop",
        "entity_name": "Scrums.com SEOP"
      },
      "description": "Product is part of SEOP platform",
      "verified": false
    },
    {
      "relationship_id": "prod_006",
      "relationship_type": "is_part_of",
      "subject": {
        "entity_id": "staff_augmentation"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_007",
      "relationship_type": "is_part_of",
      "subject": {
        "entity_id": "pdaas"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_008",
      "relationship_type": "is_part_of",
      "subject": {
        "entity_id": "scrums_ai"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "verified": false
    },
    {
      "relationship_id": "prod_009",
      "relationship_type": "requires",
      "subject": {
        "entity_id": "scrums_ai"
      },
      "object": {
        "entity_id": "github"
      },
      "description": "Integration requirement",
      "requirement_type": "integration",
      "verified": false
    },
    {
      "relationship_id": "prod_010",
      "relationship_type": "requires",
      "subject": {
        "entity_id": "scrums_ai"
      },
      "object": {
        "entity_id": "jira_or_linear",
        "entity_name": "Jira OR Linear"
      },
      "description": "Integration requirement (at least one)",
      "requirement_type": "integration_choice",
      "verified": false
    },
    {
      "relationship_id": "prod_011",
      "relationship_type": "enables",
      "subject": {
        "entity_id": "dedicated_teams"
      },
      "object": {
        "outcome_id": "predictable_delivery",
        "outcome_name": "Predictable delivery"
      },
      "description": "Causal relationship",
      "mechanism": "Managed teams with embedded processes",
      "verified": false
    },
    {
      "relationship_id": "prod_012",
      "relationship_type": "enables",
      "subject": {
        "entity_id": "staff_augmentation"
      },
      "object": {
        "outcome_id": "fast_scaling",
        "outcome_name": "Fast scaling"
      },
      "mechanism": "48-hour placement",
      "verified": false
    },
    {
      "relationship_id": "prod_013",
      "relationship_type": "enables",
      "subject": {
        "entity_id": "pdaas"
      },
      "object": {
        "outcome_id": "fixed_scope_delivery",
        "outcome_name": "Fixed-scope delivery"
      },
      "mechanism": "Milestone-based delivery model",
      "verified": false
    },
    {
      "relationship_id": "prod_014",
      "relationship_type": "enables",
      "subject": {
        "entity_id": "scrums_ai"
      },
      "object": {
        "outcome_id": "delivery_intelligence",
        "outcome_name": "Delivery intelligence"
      },
      "mechanism": "Real-time analytics and predictions",
      "verified": false
    }
  ],

  "causal_chains": [
    {
      "chain_id": "causal_001",
      "chain_type": "problem_solution",
      "relationship_type": "solves",
      "from_node": {
        "node_id": "seop_platform",
        "node_type": "solution",
        "node_value": "SEOP"
      },
      "to_node": {
        "node_id": "pain_unpredictable_delivery",
        "node_type": "problem",
        "node_value": "Unpredictable delivery"
      },
      "logic": "Orchestration creates predictability",
      "mechanism": "Centralized delivery management + AI intelligence + process standardization",
      "strength": 0.95,
      "evidence": "VERIFY - Evidence/proof",
      "verified": false
    },
    {
      "chain_id": "causal_002",
      "relationship_type": "solves",
      "from_node": {
        "node_id": "seop_platform"
      },
      "to_node": {
        "node_id": "pain_hiring_delays",
        "node_value": "Hiring delays"
      },
      "logic": "Instant access to vetted talent pool",
      "strength": 0.90,
      "verified": false
    },
    {
      "chain_id": "causal_003",
      "relationship_type": "solves",
      "from_node": {
        "node_id": "seop_platform"
      },
      "to_node": {
        "node_id": "pain_distributed_chaos",
        "node_value": "Distributed team chaos"
      },
      "logic": "Centralized orchestration layer",
      "strength": 0.85,
      "verified": false
    },
    {
      "chain_id": "causal_004",
      "relationship_type": "solves",
      "from_node": {
        "node_id": "seop_platform"
      },
      "to_node": {
        "node_id": "pain_vendor_fragmentation",
        "node_value": "Vendor fragmentation"
      },
      "logic": "One platform replaces multiple vendors",
      "strength": 0.90,
      "verified": false
    },
    {
      "chain_id": "causal_005",
      "relationship_type": "solves",
      "from_node": {
        "node_id": "seop_platform"
      },
      "to_node": {
        "node_id": "pain_no_visibility",
        "node_value": "No delivery visibility"
      },
      "logic": "Built-in intelligence and tracking",
      "strength": 0.88,
      "verified": false
    },
    {
      "chain_id": "causal_006",
      "relationship_type": "enables",
      "from_node": {
        "node_id": "talent_orchestration",
        "node_value": "Talent orchestration"
      },
      "to_node": {
        "node_id": "outcome_scale_without_hiring",
        "node_value": "Scale without hiring"
      },
      "logic": "Pre-vetted pool + rapid placement",
      "strength": 0.92,
      "verified": false
    },
    {
      "chain_id": "causal_007",
      "relationship_type": "enables",
      "from_node": {
        "node_id": "ai_agents",
        "node_value": "AI agents"
      },
      "to_node": {
        "node_id": "outcome_automated_coordination",
        "node_value": "Automated delivery coordination"
      },
      "logic": "AI handles workflow orchestration",
      "verified": false
    },
    {
      "chain_id": "causal_008",
      "relationship_type": "enables",
      "from_node": {
        "node_id": "delivery_intelligence",
        "node_value": "Delivery intelligence"
      },
      "to_node": {
        "node_id": "outcome_predictive_planning",
        "node_value": "Predictive capacity planning"
      },
      "logic": "Real-time data → forecasting",
      "verified": false
    },
    {
      "chain_id": "causal_009",
      "relationship_type": "results_in",
      "from_node": {
        "node_id": "seop_adoption",
        "node_value": "SEOP adoption"
      },
      "to_node": {
        "node_id": "outcome_2x_throughput",
        "node_value": "2x feature throughput"
      },
      "logic": "Orchestration efficiency gains",
      "verified": false
    },
    {
      "chain_id": "causal_010",
      "relationship_type": "results_in",
      "from_node": {
        "node_id": "seop_adoption"
      },
      "to_node": {
        "node_id": "outcome_95_ontime",
        "node_value": "95% on-time delivery"
      },
      "logic": "Platform reliability metrics",
      "verified": false
    }
  ],

  "semantic_triples": [
    {
      "triple_id": "rdf_001",
      "subject": "https://scrums.com",
      "predicate": "rdf:type",
      "object": "http://www.w3.org/ns/org#Organization",
      "object_type": "uri",
      "verified": false,
      "source": "VERIFY - Source"
    },
    {
      "triple_id": "rdf_002",
      "subject": "https://scrums.com",
      "predicate": "rdfs:label",
      "object": "Scrums.com",
      "object_type": "literal",
      "language": "en",
      "verified": false
    },
    {
      "triple_id": "rdf_003",
      "subject": "https://scrums.com",
      "predicate": "foaf:name",
      "object": "Scrums.com",
      "object_type": "literal",
      "verified": false
    },
    {
      "triple_id": "rdf_004",
      "subject": "https://scrums.com",
      "predicate": "org:hasFounder",
      "object": "https://www.scrums.com/about-us#gerald-neves",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_005",
      "subject": "https://scrums.com",
      "predicate": "schema:foundingDate",
      "object": "2012-06-07",
      "object_type": "typed_literal",
      "datatype": "xsd:date",
      "verified": true
    },
    {
      "triple_id": "rdf_006",
      "subject": "https://scrums.com",
      "predicate": "schema:url",
      "object": "https://scrums.com",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_007",
      "subject": "https://scrums.com",
      "predicate": "schema:formerName",
      "object": "SovTech",
      "object_type": "literal",
      "verified": true
    },
    {
      "triple_id": "rdf_008",
      "subject": "https://scrums.com",
      "predicate": "custom:rebrandDate",
      "object": "2024-10-15",
      "object_type": "typed_literal",
      "datatype": "xsd:date",
      "verified": false
    },
    {
      "triple_id": "rdf_009",
      "subject": "https://scrums.com",
      "predicate": "custom:categoryAnchor",
      "object": "Software Engineering Orchestration Platform",
      "object_type": "literal",
      "verified": false
    },
    {
      "triple_id": "rdf_010",
      "subject": "https://scrums.com",
      "predicate": "owl:sameAs",
      "object": "VERIFY - Wikidata URI (e.g., http://www.wikidata.org/entity/Q12345)",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_011",
      "subject": "https://scrums.com",
      "predicate": "owl:sameAs",
      "object": "VERIFY - Crunchbase URI",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_012",
      "subject": "https://scrums.com",
      "predicate": "owl:differentFrom",
      "object": "http://scrum.org",
      "object_type": "uri",
      "description": "Disambiguate from Scrum.org",
      "verified": false
    },
    {
      "triple_id": "rdf_013",
      "subject": "https://scrums.com",
      "predicate": "owl:differentFrom",
      "object": "VERIFY - Rugby scrum URI",
      "object_type": "uri",
      "description": "Disambiguate from rugby term",
      "verified": false
    },
    {
      "triple_id": "rdf_014",
      "subject": "https://scrums.com",
      "predicate": "custom:integrates-with",
      "object": "https://github.com",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_015",
      "subject": "https://scrums.com",
      "predicate": "custom:integrates-with",
      "object": "VERIFY - Jira URI",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_016",
      "subject": "https://scrums.com",
      "predicate": "custom:competes-with",
      "object": "https://toptal.com",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_017",
      "subject": "https://scrums.com/ns/SEOP",
      "predicate": "skos:broader",
      "object": "VERIFY - Software Delivery Platform URI",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_018",
      "subject": "https://scrums.com/ns/SEOP",
      "predicate": "skos:narrower",
      "object": "VERIFY - Narrower concept URI",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_019",
      "subject": "https://scrums.com/ns/SEOP",
      "predicate": "skos:related",
      "object": "VERIFY - Related concept URI (e.g., DevOps)",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_020",
      "subject": "https://www.scrums.com/about-us#gerald-neves",
      "predicate": "rdf:type",
      "object": "http://xmlns.com/foaf/0.1/Person",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_021",
      "subject": "https://www.scrums.com/about-us#gerald-neves",
      "predicate": "foaf:name",
      "object": "Gerald Neves",
      "object_type": "literal",
      "verified": false
    },
    {
      "triple_id": "rdf_022",
      "subject": "https://www.scrums.com/about-us#gerald-neves",
      "predicate": "org:holds",
      "object": "https://scrums.com/role/ceo",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_023",
      "subject": "https://www.scrums.com/hire/teams",
      "predicate": "rdf:type",
      "object": "http://schema.org/Product",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_024",
      "subject": "https://www.scrums.com/hire/teams",
      "predicate": "schema:isPartOf",
      "object": "https://scrums.com",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_025",
      "subject": "https://www.scrums.com/platform",
      "predicate": "custom:requires",
      "object": "https://github.com",
      "object_type": "uri",
      "verified": false
    },
    {
      "triple_id": "rdf_026",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.linkedin.com/company/scrumsdotcom",
      "object_type": "uri",
      "description": "LinkedIn company page — primary authority",
      "verified": true
    },
    {
      "triple_id": "rdf_027",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://twitter.com/scrumsdotcom",
      "object_type": "uri",
      "description": "Twitter/X profile — strong signal",
      "verified": true
    },
    {
      "triple_id": "rdf_028",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://github.com/Scrumsdotcom",
      "object_type": "uri",
      "description": "GitHub organisation — technical authority",
      "verified": true
    },
    {
      "triple_id": "rdf_029",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.producthunt.com/products/scrums-com",
      "object_type": "uri",
      "description": "Product Hunt listing — product discovery",
      "verified": true
    },
    {
      "triple_id": "rdf_030",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.facebook.com/scrumsdotcom",
      "object_type": "uri",
      "description": "Facebook page — social presence",
      "verified": true
    },
    {
      "triple_id": "rdf_031",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.instagram.com/scrumsdotcom/",
      "object_type": "uri",
      "description": "Instagram profile — social presence",
      "verified": true
    },
    {
      "triple_id": "rdf_032",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.youtube.com/@scrumsdotcom",
      "object_type": "uri",
      "description": "YouTube channel — content channel",
      "verified": true
    },
    {
      "triple_id": "rdf_033",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.quora.com/profile/Scrumsdotcom",
      "object_type": "uri",
      "description": "Quora profile — knowledge presence",
      "verified": true
    },
    {
      "triple_id": "rdf_034",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://aws.amazon.com/marketplace/seller-profile?id=seller-ohpztlfyeih2g",
      "object_type": "uri",
      "description": "AWS Marketplace seller profile — commercial authority",
      "verified": true
    },
    {
      "triple_id": "rdf_035",
      "subject": "https://scrums.com",
      "predicate": "schema:sameAs",
      "object": "https://www.tiktok.com/@scrums.com",
      "object_type": "uri",
      "description": "TikTok profile — social presence",
      "verified": true
    },
    {
      "triple_id": "rdf_036",
      "subject": "https://scrums.com",
      "predicate": "schema:location",
      "object": {
        "@type": "Place",
        "name": "Scrums.com London",
        "description": "Headquarters",
        "address": {
          "@type": "PostalAddress",
          "streetAddress": "8 Hermitage Street",
          "addressLocality": "London",
          "addressRegion": "England",
          "postalCode": "W2 1BE",
          "addressCountry": "GB"
        },
        "geo": {
          "@type": "GeoCoordinates",
          "latitude": 51.5155,
          "longitude": -0.1736
        }
      },
      "object_type": "node",
      "description": "London HQ — 8 Hermitage Street, W2 1BE",
      "verified": true
    },
    {
      "triple_id": "rdf_037",
      "subject": "https://scrums.com",
      "predicate": "schema:location",
      "object": {
        "@type": "Place",
        "name": "Scrums.com Johannesburg",
        "address": {
          "@type": "PostalAddress",
          "streetAddress": "74 Hillcrest Avenue",
          "addressLocality": "Sandton",
          "addressRegion": "Gauteng",
          "postalCode": "2196",
          "addressCountry": "ZA"
        },
        "geo": {
          "@type": "GeoCoordinates",
          "latitude": -26.1004,
          "longitude": 28.0421
        }
      },
      "object_type": "node",
      "description": "Johannesburg office — 74 Hillcrest Avenue, Sandton",
      "verified": true
    },
    {
      "triple_id": "rdf_038",
      "subject": "https://scrums.com",
      "predicate": "schema:location",
      "object": {
        "@type": "Place",
        "name": "Scrums.com New York",
        "address": {
          "@type": "PostalAddress",
          "streetAddress": "15 W 38th St",
          "addressLocality": "New York",
          "addressRegion": "NY",
          "postalCode": "10018",
          "addressCountry": "US"
        },
        "geo": {
          "@type": "GeoCoordinates",
          "latitude": 40.7516,
          "longitude": -73.9857
        }
      },
      "object_type": "node",
      "description": "New York office — 15 W 38th St, 10018",
      "verified": true
    },
    {
      "triple_id": "rdf_039",
      "subject": "https://scrums.com",
      "predicate": "schema:location",
      "object": {
        "@type": "Place",
        "name": "Scrums.com Cape Town",
        "address": {
          "@type": "PostalAddress",
          "streetAddress": "187 Sir Lowry Road",
          "addressLocality": "Cape Town",
          "addressRegion": "Western Cape",
          "postalCode": "7915",
          "addressCountry": "ZA"
        },
        "geo": {
          "@type": "GeoCoordinates",
          "latitude": -33.9289,
          "longitude": 18.4356
        }
      },
      "object_type": "node",
      "description": "Cape Town office — 187 Sir Lowry Road, 7915",
      "verified": true
    },
    {
      "triple_id": "rdf_040",
      "subject": "https://scrums.com",
      "predicate": "schema:location",
      "object": {
        "@type": "Place",
        "name": "Scrums.com Nairobi",
        "address": {
          "@type": "PostalAddress",
          "streetAddress": "PRJ5+22, The Mirage Towers",
          "addressLocality": "Nairobi",
          "addressRegion": "Nairobi County",
          "addressCountry": "KE"
        },
        "geo": {
          "@type": "GeoCoordinates",
          "latitude": -1.2646,
          "longitude": 36.8111
        }
      },
      "object_type": "node",
      "description": "Nairobi office — The Mirage Towers",
      "verified": true
    },
    {
      "triple_id": "rdf_041",
      "subject": "https://scrums.com",
      "predicate": "schema:industry",
      "object": "Software",
      "object_type": "literal",
      "description": "Industry Scrums.com operates in — Software",
      "verified": true
    },
    {
      "triple_id": "rdf_042",
      "subject": "https://scrums.com",
      "predicate": "schema:industry",
      "object": "IT Services",
      "object_type": "literal",
      "description": "Industry Scrums.com operates in — IT Services",
      "verified": true
    },
    {
      "triple_id": "rdf_043",
      "subject": "https://scrums.com",
      "predicate": "schema:industry",
      "object": "Staffing and Recruiting",
      "object_type": "literal",
      "description": "Industry Scrums.com operates in — Staffing and Recruiting",
      "verified": true
    },
    {
      "triple_id": "rdf_044",
      "subject": "https://scrums.com",
      "predicate": "schema:email",
      "object": "hello@scrums.com",
      "object_type": "literal",
      "description": "Primary contact email",
      "verified": true
    },
    {
      "triple_id": "rdf_045",
      "subject": "https://scrums.com",
      "predicate": "schema:contactPoint",
      "object": {
        "@type": "ContactPoint",
        "name": "Customer Support",
        "contactType": "customer support",
        "email": "support@scrums.com",
        "url": "https://www.scrums.com/docs/resources/support",
        "areaServed": ["ZA", "US", "GB"],
        "availableLanguage": ["en"]
      },
      "object_type": "node",
      "description": "Customer support contact point",
      "verified": true
    },
    {
      "triple_id": "rdf_046",
      "subject": "https://scrums.com",
      "predicate": "schema:contactPoint",
      "object": {
        "@type": "ContactPoint",
        "name": "Technical Support",
        "contactType": "technical support",
        "email": "support@scrums.com",
        "url": "https://www.scrums.com/docs/resources/support",
        "areaServed": ["ZA", "US", "GB"],
        "availableLanguage": ["en"]
      },
      "object_type": "node",
      "description": "Technical support contact point",
      "verified": true
    },
    {
      "triple_id": "rdf_047",
      "subject": "https://scrums.com",
      "predicate": "schema:contactPoint",
      "object": {
        "@type": "ContactPoint",
        "name": "Sales",
        "contactType": "sales",
        "telephone": "VERIFY - Sales phone",
        "email": "sales@scrums.com",
        "url": "https://scrums.com/start-a-project",
        "areaServed": ["ZA", "US", "GB"],
        "availableLanguage": ["en"]
      },
      "object_type": "node",
      "description": "Sales contact point",
      "verified": true
    },
    {
      "triple_id": "rdf_049",
      "subject": "https://scrums.com",
      "predicate": "custom:targetCompanySizeEmployeesMin",
      "object": 10,
      "object_type": "typed_literal",
      "datatype": "xsd:integer",
      "description": "Minimum employee count of target company size",
      "verified": true
    },
    {
      "triple_id": "rdf_050",
      "subject": "https://scrums.com",
      "predicate": "custom:targetCompanySizeEmployeesMax",
      "object": 10000,
      "object_type": "typed_literal",
      "datatype": "xsd:integer",
      "description": "Maximum employee count of target company size",
      "verified": true
    },
    {
      "triple_id": "rdf_051",
      "subject": "https://scrums.com",
      "predicate": "custom:targetCompanySizeEngineersMin",
      "object": 2,
      "object_type": "typed_literal",
      "datatype": "xsd:integer",
      "description": "Minimum engineer count of target company size",
      "verified": true
    },
    {
      "triple_id": "rdf_052",
      "subject": "https://scrums.com",
      "predicate": "custom:targetCompanySizeEngineersMax",
      "object": 2000,
      "object_type": "typed_literal",
      "datatype": "xsd:integer",
      "description": "Maximum engineer count of target company size",
      "verified": true
    },
    {
      "triple_id": "rdf_053",
      "subject": "https://scrums.com",
      "predicate": "custom:targetCompanySizeRevenueMin",
      "object": 1000000,
      "object_type": "typed_literal",
      "datatype": "xsd:integer",
      "description": "Minimum annual revenue (USD) of target company size",
      "verified": true
    },
    {
      "triple_id": "rdf_054",
      "subject": "https://scrums.com",
      "predicate": "schema:hasPart",
      "object": {
        "@type": "CreativeWork",
        "name": "Disclaimer",
        "url": "https://www.scrums.com/legal"
      },
      "object_type": "node",
      "description": "Disclaimer policy page",
      "verified": true
    },
    {
      "triple_id": "rdf_055",
      "subject": "https://scrums.com",
      "predicate": "schema:hasPart",
      "object": {
        "@type": "CreativeWork",
        "name": "Diversity and Inclusion Policy",
        "url": "https://www.scrums.com/legal"
      },
      "object_type": "node",
      "description": "Diversity and inclusion policy page",
      "verified": true
    },
    {
      "triple_id": "rdf_056",
      "subject": "https://scrums.com",
      "predicate": "schema:hasPart",
      "object": {
        "@type": "CreativeWork",
        "name": "Code of Ethics",
        "url": "https://www.scrums.com/legal"
      },
      "object_type": "node",
      "description": "Code of ethics / ethics policy page",
      "verified": true
    },
    {
      "triple_id": "rdf_057",
      "subject": "https://scrums.com",
      "predicate": "schema:contactPoint",
      "object": {
        "@type": "ContactPoint",
        "name": "Security",
        "contactType": "security",
        "email": "security@scrums.com"
      },
      "object_type": "node",
      "description": "Security contact point",
      "verified": true
    },
    {
      "triple_id": "rdf_058",
      "subject": "https://scrums.com",
      "predicate": "schema:hasCertification",
      "object": {
        "@type": "Certification",
        "name": "SOC 2 Type II",
        "description": "Data security and availability",
        "applicability": "Enterprise plan"
      },
      "object_type": "node",
      "verified": true
    },
    {
      "triple_id": "rdf_059",
      "subject": "https://scrums.com",
      "predicate": "schema:hasCertification",
      "object": {
        "@type": "Certification",
        "name": "ISO 27001",
        "description": "Information security management",
        "applicability": "Enterprise plan"
      },
      "object_type": "node",
      "verified": true
    },
    {
      "triple_id": "rdf_060",
      "subject": "https://scrums.com",
      "predicate": "schema:hasCertification",
      "object": {
        "@type": "Certification",
        "name": "GDPR",
        "description": "Data protection for EU/UK data subjects",
        "applicability": "Enterprise plan"
      },
      "object_type": "node",
      "verified": true
    },
    {
      "triple_id": "rdf_061",
      "subject": "https://scrums.com",
      "predicate": "schema:hasCertification",
      "object": {
        "@type": "Certification",
        "name": "POPIA",
        "description": "Data protection for South African data subjects",
        "applicability": "Enterprise plan"
      },
      "object_type": "node",
      "verified": true
    },
    {
      "triple_id": "rdf_063",
      "subject": "https://www.scrums.com/about-us#gerald-neves",
      "predicate": "schema:honorificSuffix",
      "object": "MBA",
      "object_type": "literal",
      "description": "Founder academic credential — Edinburgh Business School MBA",
      "verified": true
    },
    {
      "triple_id": "rdf_062",
      "subject": "https://scrums.com",
      "predicate": "schema:hasCertification",
      "object": {
        "@type": "Certification",
        "name": "PCI DSS",
        "description": "Payment card industry data security (advisory)",
        "applicability": "Enterprise plan"
      },
      "object_type": "node",
      "verified": true
    },
    {
      "triple_id": "rdf_048",
      "subject": "https://scrums.com",
      "predicate": "schema:contactPoint",
      "object": {
        "@type": "ContactPoint",
        "name": "Billing",
        "contactType": "billing",
        "email": "billing@scrums.com",
        "url": "https://platform.scrums.com/my-info/account",
        "areaServed": ["ZA", "US", "GB"],
        "availableLanguage": ["en"]
      },
      "object_type": "node",
      "description": "Billing contact point",
      "verified": true
    }
  ],

  "portfolio_ecosystem": [
    {
      "relationship_id": "port_001",
      "relationship_type": "portfolio_company",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - FinTech API company",
        "industry": "FinTech"
      },
      "description": "Founder's portfolio business",
      "verified": false,
      "source": "VERIFY - Source"
    },
    {
      "relationship_id": "port_002",
      "relationship_type": "portfolio_company",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - B2B stationery company",
        "industry": "B2B Commerce"
      },
      "verified": false
    },
    {
      "relationship_id": "port_003",
      "relationship_type": "portfolio_company",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Wealth management AI",
        "industry": "Wealth Management"
      },
      "verified": false
    },
    {
      "relationship_id": "port_004",
      "relationship_type": "portfolio_company",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Library platform",
        "industry": "Knowledge Platforms"
      },
      "verified": false
    },
    {
      "relationship_id": "port_005",
      "relationship_type": "portfolio_company",
      "subject": {
        "entity_id": "gerald_neves"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Publishing business",
        "industry": "Publishing"
      },
      "verified": false
    },
    {
      "relationship_id": "port_006",
      "relationship_type": "uses_platform",
      "subject": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - FinTech API"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "description": "Portfolio company runs on SEOP",
      "proof_type": "Multi-industry proof",
      "verified": false
    },
    {
      "relationship_id": "port_007",
      "relationship_type": "uses_platform",
      "subject": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Stationery company"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "verified": false
    },
    {
      "relationship_id": "port_008",
      "relationship_type": "uses_platform",
      "subject": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Wealth mgmt AI"
      },
      "object": {
        "entity_id": "scrums_com_seop"
      },
      "verified": false
    },
    {
      "relationship_id": "port_009",
      "relationship_type": "proof_of_concept",
      "subject": {
        "entity_id": "scrums_com_seop"
      },
      "object": {
        "concept": "Multi-industry proof"
      },
      "description": "Same platform runs FinTech AND commerce",
      "strength": "high",
      "verified": false
    },
    {
      "relationship_id": "port_010",
      "relationship_type": "cross_portfolio_link",
      "subject": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Company A"
      },
      "object": {
        "entity_id": "VERIFY",
        "entity_name": "VERIFY - Company B"
      },
      "description": "VERIFY - How they relate",
      "verified": false
    }
  ],

  "network_effects": [
    {
      "effect_id": "net_001",
      "effect_type": "two_sided_marketplace",
      "description": "Talent supply × customer demand",
      "mechanism": "More customers attract more talent; more talent attracts more customers",
      "strength": "VERIFY - Strength (high/medium/low)",
      "evidence": "VERIFY - Evidence",
      "verified": false
    },
    {
      "effect_id": "net_002",
      "effect_type": "data_network_effect",
      "description": "Delivery intelligence improves with usage",
      "mechanism": "More teams → more data → better AI predictions",
      "verified": false
    },
    {
      "effect_id": "net_003",
      "effect_type": "ecosystem_leverage",
      "description": "Integration network value",
      "mechanism": "More integrations → more platform value",
      "verified": false
    },
    {
      "effect_id": "net_004",
      "effect_type": "knowledge_network",
      "description": "Shared learnings across customers",
      "mechanism": "Customer A insights improve Customer B outcomes",
      "verified": false
    },
    {
      "effect_id": "net_005",
      "effect_type": "VERIFY - Effect type 5",
      "description": "VERIFY - Description",
      "mechanism": "VERIFY - Mechanism",
      "verified": false
    }
  ],

  "inverse_relationships": [
    {
      "relationship_id": "inv_001",
      "relationship_type": "inverse_competitor",
      "from_perspective": "Toptal",
      "relationship": "is_alternative_to Scrums.com",
      "description": "How Toptal views competitive relationship",
      "verified": false,
      "notes": "Freelance marketplace vs SEOP"
    },
    {
      "relationship_id": "inv_002",
      "from_perspective": "Andela",
      "relationship": "is_alternative_to Scrums.com",
      "verified": false,
      "notes": "Talent network vs SEOP"
    },
    {
      "relationship_id": "inv_003",
      "relationship_type": "inverse_integration",
      "from_perspective": "GitHub",
      "relationship": "integrated_by Scrums.com",
      "verified": false,
      "notes": "GitHub perspective on integration"
    },
    {
      "relationship_id": "inv_004",
      "relationship_type": "inverse_integration",
      "from_perspective": "Jira",
      "relationship": "integrated_by Scrums.com",
      "verified": false
    },
    {
      "relationship_id": "inv_005",
      "relationship_type": "inverse_customer",
      "from_perspective": "VERIFY - Customer name",
      "relationship": "uses Scrums.com",
      "verified": false,
      "notes": "Customer relationship from their view"
    }
  ],

  "temporal_relationships": [
    {
      "event_id": "temp_001",
      "event_type": "founding",
      "subject": {
        "entity_id": "sovtech",
        "entity_name": "SovTech (Scrums.com)"
      },
      "date": "2012-06-07",
      "description": "Company founded as SovTech",
      "significance": "high",
      "verified": true,
      "source": "VERIFY - Source"
    },
    {
      "event_id": "temp_002",
      "event_type": "rebrand",
      "subject": {
        "from": "SovTech",
        "to": "Scrums.com"
      },
      "date": "2024-10-15",
      "description": "Rebrand from SovTech to Scrums.com",
      "significance": "high",
      "verified": true
    },
    {
      "event_id": "temp_003",
      "event_type": "product_launch",
      "subject": {
        "entity_id": "scrums_com_seop",
        "entity_name": "Scrums.com SEOP"
      },
      "date": "2025",
      "description": "Scrums.com Launches Software Engineering Orchestration Platform",
      "significance": "high",
      "verified": true
    },
    {
      "event_id": "temp_004",
      "event_type": "partnership",
      "subject": "Scrums.com x Windsurf",
      "date": "2025",
      "description": "Scrums.com partners with Windsurf",
      "significance": "medium",
      "verified": true
    },
    {
      "event_id": "temp_005",
      "event_type": "product_launch",
      "subject": "Enterprise Grade AI Agent Gateway",
      "date": "2025",
      "description": "Scrums.com launches Enterprise Grade AI Agent Gateway",
      "significance": "high",
      "verified": true
    },
    {
      "event_id": "temp_006",
      "event_type": "marketplace_listing",
      "subject": "AWS Marketplace, Azure Marketplace",
      "date": "2025",
      "description": "Scrums.com listed on AWS and Azure Marketplace",
      "significance": "medium",
      "verified": true
    },
    {
      "event_id": "temp_007",
      "event_type": "funding_round",
      "subject": "VERIFY - Round type (Seed/Series A/B/C)",
      "date": "VERIFY - Date",
      "description": "VERIFY - Amount and details",
      "amount": {
        "currency": "VERIFY",
        "value": "VERIFY"
      },
      "verified": false
    },
    {
      "event_id": "temp_008",
      "event_type": "acquisition",
      "subject": "VERIFY - If applicable",
      "date": "VERIFY - Date",
      "description": "VERIFY - Details",
      "verified": false
    },
    {
      "event_id": "temp_009",
      "event_type": "marketplace_launch",
      "subject": "Africa's largest Talent marketplace",
      "date": "2025",
      "description": "Scrums.com launches Africa's largest Talent marketplace",
      "significance": "high",
      "verified": true
    },
    {
      "event_id": "temp_010",
      "event_type": "catalog_launch",
      "subject": "Product catalog of 10,000+ SKUs",
      "date": "2025",
      "description": "Scrums.com Launches Product catalog of 10,000+ SKUs",
      "significance": "medium",
      "verified": true
    }
  ],

  "proof_relationships": [
    {
      "proof_id": "proof_001",
      "proof_type": "customer_outcome",
      "claim": "95% on-time delivery",
      "evidence": "VERIFY - Data source (internal metrics/customer testimonials)",
      "source": "VERIFY - Source",
      "verification_status": "VERIFY - Status",
      "confidence": "VERIFY - Confidence %",
      "verified": false
    },
    {
      "proof_id": "proof_002",
      "proof_type": "customer_outcome",
      "claim": "2x feature throughput",
      "evidence": "VERIFY - Data source",
      "verified": false
    },
    {
      "proof_id": "proof_003",
      "proof_type": "case_study",
      "claim": "VERIFY - Customer result",
      "evidence": "VERIFY - Evidence link/reference",
      "verified": false
    },
    {
      "proof_id": "proof_004",
      "proof_type": "testimonial",
      "claim": "VERIFY - Customer quote",
      "evidence": "VERIFY - Attribution (customer name, company, role)",
      "verified": false
    },
    {
      "proof_id": "proof_005",
      "proof_type": "metric",
      "claim": "48-hour placement",
      "evidence": "VERIFY - Data source",
      "verified": false
    },
    {
      "proof_id": "proof_006",
      "proof_type": "metric",
      "claim": "2-week team ramp",
      "evidence": "VERIFY - Data source",
      "verified": false
    },
    {
      "proof_id": "proof_007",
      "proof_type": "certification",
      "claim": "ISO 27001",
      "evidence": "VERIFY - Certificate details",
      "source": "VERIFY - Issuing body",
      "verified": false
    },
    {
      "proof_id": "proof_008",
      "proof_type": "review_aggregate",
      "claim": "5.0/5 rating (5 reviews)",
      "evidence": "scrums.com",
      "verified": true
    }
  ],

  "disambiguation_relationships": [
    {
      "disambiguation_id": "dis_001",
      "disambiguation_type": "not_methodology",
      "entity": "Scrums.com",
      "not_entity": "Scrum methodology",
      "reason": "SEOP platform, not Agile framework",
      "importance": "critical",
      "verified": false
    },
    {
      "disambiguation_id": "dis_002",
      "disambiguation_type": "not_sports",
      "entity": "Scrums.com",
      "not_entity": "Rugby scrums",
      "reason": "Enterprise software, not sports",
      "verified": false
    },
    {
      "disambiguation_id": "dis_003",
      "disambiguation_type": "not_organization",
      "entity": "Scrums.com",
      "not_entity": "Scrum.org",
      "reason": "Different legal entity",
      "verified": false
    },
    {
      "disambiguation_id": "dis_004",
      "disambiguation_type": "not_organization",
      "entity": "Scrums.com",
      "not_entity": "Scrum Alliance",
      "reason": "Different legal entity",
      "verified": false
    },
    {
      "disambiguation_id": "dis_005",
      "disambiguation_type": "not_marketplace",
      "entity": "Scrums.com",
      "not_entity": "Upwork",
      "reason": "SEOP, not freelance marketplace",
      "verified": false
    },
    {
      "disambiguation_id": "dis_006",
      "disambiguation_type": "not_marketplace",
      "entity": "Scrums.com",
      "not_entity": "Fiverr",
      "reason": "SEOP, not gig platform",
      "verified": false
    },
    {
      "disambiguation_id": "dis_007",
      "disambiguation_type": "not_agency",
      "entity": "Scrums.com",
      "not_entity": "Traditional dev agencies",
      "reason": "Platform, not service provider",
      "verified": false
    },
    {
      "disambiguation_id": "dis_008",
      "disambiguation_type": "not_tool",
      "entity": "Scrums.com",
      "not_entity": "Jira",
      "reason": "Orchestration platform, not PM tool",
      "verified": false
    }
  ],

  "contrarian_positioning": [
    {
      "position_id": "contr_001",
      "position_type": "category_rejection",
      "industry_belief": "Just hire more devs",
      "scrums_position": "Orchestrate delivery layer",
      "reasoning": "VERIFY - Reasoning for contrarian position",
      "evidence": "VERIFY - Evidence supporting position",
      "verified": false
    },
    {
      "position_id": "contr_002",
      "position_type": "category_rejection",
      "industry_belief": "Freelance marketplace model works",
      "scrums_position": "Need integrated orchestration",
      "reasoning": "VERIFY - Reasoning",
      "verified": false
    },
    {
      "position_id": "contr_003",
      "position_type": "thesis",
      "industry_belief": "VERIFY - Conventional wisdom",
      "scrums_position": "VERIFY - Contrarian thesis",
      "reasoning": "VERIFY - Reasoning",
      "verified": false
    },
    {
      "position_id": "contr_004",
      "position_type": "thesis",
      "industry_belief": "VERIFY - Industry belief 2",
      "scrums_position": "VERIFY - Contrarian position 2",
      "reasoning": "VERIFY - Reasoning",
      "verified": false
    }
  ],

  "failure_learning": [
    {
      "failure_id": "fail_001",
      "failure_type": "product_pivot",
      "what_failed": "VERIFY - Feature/product that failed",
      "learning": "VERIFY - What was learned",
      "date": "VERIFY - Date",
      "transparency_level": "public",
      "verified": false
    },
    {
      "failure_id": "fail_002",
      "failure_type": "known_limitation",
      "limitation": "VERIFY - Limitation 1",
      "reason": "VERIFY - Why it's a limitation",
      "mitigation": "VERIFY - How it's being addressed",
      "verified": false
    },
    {
      "failure_id": "fail_003",
      "failure_type": "known_limitation",
      "limitation": "VERIFY - Limitation 2",
      "reason": "VERIFY - Why",
      "verified": false
    },
    {
      "failure_id": "fail_004",
      "failure_type": "incident",
      "incident": "VERIFY - Public incident description",
      "resolution": "VERIFY - How it was resolved",
      "date": "VERIFY - Date",
      "verified": false
    }
  ],

  "edge_cases": [
    {
      "edge_case_id": "edge_001",
      "edge_case_type": "unusual_application",
      "scenario": "VERIFY - Non-standard use case",
      "outcome": "VERIFY - How it worked or didn't work",
      "learning": "VERIFY - What was learned",
      "verified": false
    },
    {
      "edge_case_id": "edge_002",
      "edge_case_type": "boundary_condition",
      "scenario": "VERIFY - Where SEOP breaks down",
      "reason": "VERIFY - Why it breaks down",
      "verified": false
    },
    {
      "edge_case_id": "edge_003",
      "edge_case_type": "boundary_condition",
      "scenario": "VERIFY - Boundary 2",
      "reason": "VERIFY - Reason",
      "verified": false
    }
  ],

  "future_state": [
    {
      "future_id": "future_001",
      "future_type": "roadmap",
      "current_state": "VERIFY - Current capability",
      "future_state": "VERIFY - Planned feature",
      "timeline": "VERIFY - Q and Year",
      "status": "VERIFY - Status (Planned/In Development/Beta)",
      "verified": false
    },
    {
      "future_id": "future_002",
      "future_type": "roadmap",
      "current_state": "VERIFY - Current state 2",
      "future_state": "VERIFY - Planned feature 2",
      "timeline": "VERIFY - Timeline",
      "verified": false
    },
    {
      "future_id": "future_003",
      "future_type": "strategic_direction",
      "current_position": "VERIFY - Current market position",
      "strategic_goal": "VERIFY - Strategic goal",
      "timeframe": "VERIFY - Timeframe",
      "verified": false
    },
    {
      "future_id": "future_004",
      "future_type": "category_evolution",
      "current_state": "SEOP today",
      "future_state": "VERIFY - How category evolves",
      "timeframe": "VERIFY - Timeframe",
      "verified": false
    }
  ],

  "attention_sentiment": [
    {
      "metric_id": "att_001",
      "metric_type": "mention_volume",
      "platform": "VERIFY - Platform (Twitter, Reddit, etc.)",
      "value": "VERIFY - Monthly mentions count",
      "date": "VERIFY - Date measured",
      "trend": "VERIFY - Trend (increasing/stable/decreasing)",
      "verified": false
    },
    {
      "metric_id": "att_002",
      "metric_type": "search_volume",
      "platform": "Google Search",
      "value": "VERIFY - Monthly searches",
      "date": "VERIFY - Date",
      "verified": false
    },
    {
      "metric_id": "att_003",
      "metric_type": "sentiment_score",
      "platform": "VERIFY - Platform",
      "value": "VERIFY - Score (0-100 or -1 to 1)",
      "date": "VERIFY - Date",
      "verified": false
    },
    {
      "metric_id": "att_004",
      "metric_type": "share_of_voice",
      "market_segment": "VERIFY - Market segment",
      "value": "VERIFY - % of total mentions",
      "date": "VERIFY - Date",
      "verified": false
    }
  ],

  "dynamic_real_time": [
    {
      "dynamic_id": "dyn_001",
      "dynamic_type": "growth_metric",
      "metric": "Customer count",
      "current_value": "VERIFY - Current count",
      "update_frequency": "Monthly",
      "last_updated": "VERIFY - Date",
      "source": "VERIFY - Source (CRM, internal database)",
      "verified": false
    },
    {
      "dynamic_id": "dyn_002",
      "dynamic_type": "growth_metric",
      "metric": "Revenue growth rate",
      "current_value": "VERIFY - % growth",
      "update_frequency": "Quarterly",
      "verified": false
    },
    {
      "dynamic_id": "dyn_003",
      "dynamic_type": "growth_metric",
      "metric": "Team growth rate",
      "current_value": "VERIFY - % growth",
      "update_frequency": "Quarterly",
      "verified": false
    },
    {
      "dynamic_id": "dyn_004",
      "dynamic_type": "availability",
      "metric": "Platform status",
      "current_value": "VERIFY - Uptime % (e.g., 99.9%)",
      "update_frequency": "Real-time",
      "source": "VERIFY - Monitoring system",
      "verified": false
    },
    {
      "dynamic_id": "dyn_005",
      "dynamic_type": "capacity",
      "metric": "Open positions",
      "current_value": "VERIFY - Count of open roles",
      "update_frequency": "Real-time",
      "source": "VERIFY - ATS/careers page",
      "verified": false
    }
  ],

  "certification_regulatory": [
    {
      "cert_id": "cert_001",
      "certification_type": "SOC 2 Type II",
      "applicability": "Data security and availability",
      "plan_tier": "Enterprise plan",
      "note": "Certificate number intentionally omitted — continuously updated",
      "verified": true
    },
    {
      "cert_id": "cert_002",
      "certification_type": "ISO 27001",
      "applicability": "Information security management",
      "plan_tier": "Enterprise plan",
      "note": "Certificate number intentionally omitted — continuously updated",
      "verified": true
    },
    {
      "cert_id": "cert_003",
      "certification_type": "GDPR",
      "applicability": "Data protection for EU/UK data subjects",
      "plan_tier": "Enterprise plan",
      "verified": true
    },
    {
      "cert_id": "cert_004",
      "certification_type": "POPIA",
      "applicability": "Data protection for South African data subjects",
      "plan_tier": "Enterprise plan",
      "verified": true
    },
    {
      "cert_id": "cert_005",
      "certification_type": "PCI DSS",
      "applicability": "Payment card industry data security (advisory)",
      "plan_tier": "Enterprise plan",
      "verified": true
    }
  ],

  "industry_classification_codes": {
    "naics": ["541511", "518210", "511210", "561320"],
    "isicV4": ["6201", "6311", "5820", "7810"],
    "sicCode": ["7371", "7374", "7372", "7363"],
    "identifier": [
      {
        "@type": "PropertyValue",
        "propertyID": "NAICS_PRIMARY",
        "value": "541511",
        "name": "Custom Computer Programming Services",
        "description": "Primary: Software engineering orchestration, dedicated teams, managed services"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "NAICS_SECONDARY",
        "value": "518210",
        "name": "Data Processing, Hosting, and Related Services",
        "description": "Secondary: Platform infrastructure, AI agents, cloud and data management"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "NAICS_TERTIARY",
        "value": "511210",
        "name": "Software Publishers",
        "description": "Tertiary: Scrums.AI and developer delivery intelligence product"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "NAICS_QUATERNARY",
        "value": "561320",
        "name": "Temporary Help Services",
        "description": "Quaternary: Talent orchestration and staff augmentation placement services"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "ISIC_PRIMARY",
        "value": "6201",
        "name": "Computer programming activities",
        "description": "Primary: Custom software development and engineering services"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "ISIC_SECONDARY",
        "value": "6311",
        "name": "Data processing, hosting and related activities",
        "description": "Secondary: Cloud platform, AI agent, and data hosting services"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "ISIC_TERTIARY",
        "value": "5820",
        "name": "Software publishing",
        "description": "Tertiary: Scrums.AI software product publishing"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "ISIC_QUATERNARY",
        "value": "7810",
        "name": "Activities of employment placement agencies",
        "description": "Quaternary: Engineering talent placement and staffing"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "SIC_PRIMARY",
        "value": "7371",
        "name": "Computer Programming Services",
        "description": "Primary: Custom programming and software engineering"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "SIC_SECONDARY",
        "value": "7374",
        "name": "Computer Processing and Data Preparation",
        "description": "Secondary: Data processing and platform hosting"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "SIC_TERTIARY",
        "value": "7372",
        "name": "Prepackaged Software",
        "description": "Tertiary: Scrums.AI packaged software product"
      },
      {
        "@type": "PropertyValue",
        "propertyID": "SIC_QUATERNARY",
        "value": "7363",
        "name": "Help Supply Services",
        "description": "Quaternary: Engineering talent supply and temporary staffing"
      }
    ]
  },

  "provenance_lineage": [
    {
      "provenance_id": "prov_001",
      "provenance_type": "data_source",
      "data_element": "Customer count",
      "source": "Internal CRM",
      "verification_method": "Manual audit",
      "last_verified": "VERIFY - Date",
      "confidence": "VERIFY - % confidence",
      "data_steward": "VERIFY - Person/team responsible",
      "verified": false
    },
    {
      "provenance_id": "prov_002",
      "provenance_type": "data_source",
      "data_element": "Revenue metrics",
      "source": "Financial records",
      "verification_method": "CFO verification",
      "last_verified": "VERIFY - Date",
      "confidence": "VERIFY - %",
      "verified": false
    },
    {
      "provenance_id": "prov_003",
      "provenance_type": "data_source",
      "data_element": "Customer outcomes",
      "source": "Case studies",
      "verification_method": "Customer interviews",
      "last_verified": "VERIFY - Date",
      "verified": false
    },
    {
      "provenance_id": "prov_004",
      "provenance_type": "data_source",
      "data_element": "VERIFY - Data point",
      "source": "VERIFY - Source",
      "verification_method": "VERIFY - Method",
      "last_verified": "VERIFY - Date",
      "verified": false
    },
    {
      "provenance_id": "prov_005",
      "provenance_type": "attribution_chain",
      "data_element": "VERIFY - Derived data",
      "original_source": "VERIFY - Original source",
      "transformation_method": "VERIFY - How data was transformed/derived",
      "last_verified": "VERIFY - Date",
      "verified": false
    }
  ],

  "cross_reference_links": [
    {
      "xref_id": "xref_001",
      "link_type": "capability_enables_outcome",
      "from_entity_node": {
        "node_id": "capability_hire_developers",
        "node_type": "capability",
        "node_value": "Hire developers"
      },
      "to_entity_node": {
        "node_id": "outcome_scale_without_hiring",
        "node_type": "outcome",
        "node_value": "Scale without hiring"
      },
      "relationship": "Direct enablement",
      "strength": 0.9,
      "verified": false
    },
    {
      "xref_id": "xref_002",
      "link_type": "capability_solves_pain",
      "from_entity_node": {
        "node_id": "capability_delivery_intelligence",
        "node_value": "Delivery intelligence"
      },
      "to_entity_node": {
        "node_id": "pain_no_visibility",
        "node_value": "No visibility"
      },
      "relationship": "Direct solution",
      "verified": false
    },
    {
      "xref_id": "xref_003",
      "link_type": "product_delivers_outcome",
      "from_entity_node": {
        "node_id": "product_dedicated_teams",
        "node_value": "Dedicated Teams"
      },
      "to_entity_node": {
        "node_id": "outcome_predictable_delivery",
        "node_value": "Predictable delivery"
      },
      "relationship": "Causal link",
      "verified": false
    },
    {
      "xref_id": "xref_004",
      "link_type": "outcome_requires_capability",
      "from_entity_node": {
        "node_id": "outcome_2x_throughput",
        "node_value": "2x throughput"
      },
      "to_entity_node": {
        "node_id": "capability_ai_agents",
        "node_value": "AI agents"
      },
      "relationship": "Dependency",
      "verified": false
    },
    {
      "xref_id": "xref_005",
      "link_type": "pain_drives_use_case",
      "from_entity_node": {
        "node_id": "pain_hiring_delays",
        "node_value": "Hiring delays"
      },
      "to_entity_node": {
        "node_id": "use_case_fast_scaling",
        "node_value": "Fast scaling"
      },
      "relationship": "Motivation",
      "verified": false
    },
    {
      "xref_id": "xref_006",
      "link_type": "use_case_targets_persona",
      "from_entity_node": {
        "node_id": "use_case_scale_without_hiring",
        "node_value": "Scale without hiring"
      },
      "to_entity_node": {
        "node_id": "persona_vp_engineering",
        "node_value": "VP Engineering"
      },
      "relationship": "Audience match",
      "verified": false
    }
  ],

  "llm_reasoning_metadata": {
    "reasoning_chains": [
      {
        "chain_id": "reason_001",
        "chain_name": "Problem → Solution → Outcome",
        "nodes": [
          "pain_unpredictable_delivery",
          "seop_platform",
          "outcome_predictable_delivery"
        ],
        "logic": "Unpredictable delivery (problem) → SEOP orchestration (solution) → Predictable delivery (outcome)",
        "weight": 0.95
      },
      {
        "chain_id": "reason_002",
        "chain_name": "Hiring bottleneck resolution",
        "nodes": [
          "pain_hiring_delays",
          "capability_48hr_placement",
          "outcome_fast_scaling"
        ],
        "logic": "Hiring takes 3-6 months → 48-hour placement → Fast scaling without recruitment delay",
        "weight": 0.90
      },
      {
        "chain_id": "reason_003",
        "chain_name": "VERIFY - Reasoning chain 3",
        "nodes": ["VERIFY - Node 1", "VERIFY - Node 2", "VERIFY - Node 3"],
        "logic": "VERIFY - Logic description"
      }
    ],

    "semantic_disambiguation": {
      "primary_anchors": [
        "Scrums.com + Software Engineering Orchestration Platform",
        "Scrums.com + SEOP",
        "VERIFY - Anchor 3"
      ],
      "negative_anchors": [
        "NOT Scrum methodology",
        "NOT rugby",
        "NOT Scrum.org",
        "NOT freelance marketplace",
        "VERIFY - Negative anchor 5"
      ]
    },

    "query_intent_classification": {
      "informational_queries": [
        "What is SEOP?",
        "What is Software Engineering Orchestration Platform?",
        "How does Scrums.com work?",
        "VERIFY - Informational query 4"
      ],
      "commercial_queries": [
        "Hire React developers",
        "Scrums.com pricing",
        "SEOP platform comparison",
        "VERIFY - Commercial query 4"
      ],
      "comparison_queries": [
        "Scrums.com vs Toptal",
        "SEOP vs freelance marketplace",
        "Scrums.com vs Andela",
        "VERIFY - Comparison query 4"
      ]
    }
  },

  "provenance_metadata": {
    "data_steward": "Scrums.com Growth Team",
    "last_updated": "2026-05-26",
    "version": "1.1.0",
    "verification_status": "in_progress",
    "completion_percentage": "25%",
    "next_audit_date": "2026-06-26",

    "verification_log": [
      {
        "date": "2025-04-01",
        "action": "Initial skeleton creation",
        "verified_by": "Growth Team",
        "status": "draft"
      },
      {
        "date": "2026-04-02",
        "action": "Lock sameAs profiles, geographic coverage; hide entity-graph from live site",
        "verified_by": "Growth Team",
        "status": "verified"
      },
      {
        "date": "2026-04-07",
        "action": "Verify industry, contact, policies, compliance, target company size; lock founder MBA and dynamic data; remove stale graph metadata, integration details, additionalName",
        "verified_by": "Growth Team",
        "status": "verified"
      },
      {
        "date": "2026-05-23",
        "action": "Fill 8 canonical fields from foundations.md; measure logo dimensions; set canonical logo URL across all 3 namespaces",
        "verified_by": "CTO + Growth Team (federation/* branches)",
        "status": "verified"
      },
      {
        "date": "2026-05-26",
        "action": "Fill core-identity prose (description, abstract, disambiguatingDescription) and add ™ to slogan/tagline/brand.slogan; rebaseline _metadata and provenance_metadata across entity.json + graph.json",
        "verified_by": "CTO + Growth Team (cto/entity-core-identity-seop, merged via PR #5)",
        "status": "verified"
      }
    ],

    "changelog": [
      {
        "version": "1.0.0",
        "date": "2025-04-01",
        "changes": "Initial graph structure created with comprehensive node templates"
      },
      {
        "version": "1.1.0",
        "date": "2026-05-26",
        "changes": "Rebaseline metadata across entity.json + graph.json after batch of core-identity verifications (descriptions, ™ brand assets, canonical logo, founder MBA). Verified-fields count now 492/714 string leaves on entity.json (~50%); graph.json has 59 verified vs 167 unverified relationships (~25%). _metadata.status moved from draft_skeleton to in_progress."
      }
    ]
  }
}
