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decision-engine/eriverspace-innolab-corp.json

{
  "profile_id": "BP-ERIVERSPACE-INNOLAB-CORP",
  "generated_at": "2026-07-06T19:08:29.042Z",
  "organization": "eRiverSpace InnoLab Corp",
  "websites": [
    "eriverspace.org"
  ],
  "evidence_scope": {
    "knowledge_objects": 20,
    "approved_objects": 7,
    "pending_objects": 10,
    "categories": {
      "operations": 4,
      "products": 4,
      "innovation": 3,
      "nonprofit": 3,
      "organizations": 2,
      "events": 1,
      "marketplace": 1,
      "services": 1,
      "technology": 1
    }
  },
  "determinations": {
    "business_industry": {
      "value": "nonprofit_innovation",
      "score": 40,
      "confidence": "high",
      "evidence": [
        {
          "phrase": "nonprofit",
          "occurrences": 8
        },
        {
          "phrase": "community",
          "occurrences": 35
        },
        {
          "phrase": "rural america",
          "occurrences": 4
        },
        {
          "phrase": "innovation ecosystem",
          "occurrences": 8
        },
        {
          "phrase": "innolab",
          "occurrences": 51
        }
      ],
      "alternatives": [
        {
          "value": "technology_services",
          "score": 23
        },
        {
          "value": "retail_marketplace",
          "score": 16
        },
        {
          "value": "tourism_events_hospitality",
          "score": 14
        }
      ]
    },
    "business_size": {
      "value": "undetermined",
      "confidence": "low",
      "evidence": [],
      "rationale": "The repository does not contain reliable employee-count, revenue, operating-budget, or legal-size metadata. Customer-segment language is not treated as evidence of the organization's own size.",
      "data_needed": [
        "employee count",
        "annual revenue or operating budget",
        "number of locations"
      ]
    },
    "digital_maturity": {
      "level": "established",
      "score": 8,
      "maximum_score": 9,
      "confidence": "medium",
      "evidence": [
        "Active website knowledge is present.",
        "4 technology or innovation objects.",
        "5 product or marketplace objects.",
        "4 operations objects.",
        "27 advanced digital-capability term occurrences."
      ]
    },
    "ai_readiness": {
      "level": "exploratory",
      "score": 7,
      "maximum_score": 10,
      "confidence": "medium",
      "approved_knowledge_percentage": 35,
      "governance_cap_applied": true,
      "evidence": [
        "6 AI or automation term occurrences.",
        "4 technology or innovation objects.",
        "4 operations objects.",
        "11 training-related objects.",
        "35% of organization knowledge is approved."
      ],
      "repository_ready_for_ai_reasoning": false
    },
    "operational_gaps": [
      {
        "severity": "critical",
        "capability": "Knowledge governance",
        "evidence": "13 of 20 objects are not approved.",
        "action": "Complete review before relying on recommendations for automated decisions."
      }
    ],
    "marketing_gaps": [
      {
        "severity": "high",
        "capability": "Structured marketing knowledge",
        "evidence": "No marketing-category objects are present.",
        "action": "Document positioning, audiences, channels, campaigns, and conversion goals."
      }
    ],
    "technology_gaps": [
      {
        "severity": "high",
        "capability": "AI readiness",
        "evidence": "Deterministic readiness level is exploratory.",
        "action": "Establish approved knowledge, data ownership, safeguards, and measurable pilot outcomes."
      }
    ],
    "workforce_gaps": [],
    "training_needs": [
      {
        "topic": "Knowledge governance and review",
        "priority": "critical",
        "reason": "13 objects are not approved."
      },
      {
        "topic": "AI fundamentals, responsible use, and data readiness",
        "priority": "high",
        "reason": "Deterministic readiness level is exploratory."
      },
      {
        "topic": "Digital marketing measurement and content operations",
        "priority": "medium",
        "reason": "No marketing-category objects are present."
      },
      {
        "topic": "Product data, merchandising, and ecommerce operations",
        "priority": "medium",
        "reason": "The repository contains a substantial product or marketplace portfolio."
      }
    ],
    "marketplace_opportunities": [
      {
        "opportunity": "Catalog quality and cross-sell",
        "evidence": "4 product objects and 1 marketplace objects.",
        "next_validation": "Validate product metadata, canonical categories, pricing freshness, and related-product links."
      },
      {
        "opportunity": "Packaged service marketplace",
        "evidence": "1 service objects are present.",
        "next_validation": "Review which approved services can be expressed as scoped, priced, or quote-based packages."
      },
      {
        "opportunity": "Training and program marketplace",
        "evidence": "Nonprofit, innovation, community, or training signals dominate the profile.",
        "next_validation": "Validate workshops and programs that can be listed with audience, schedule, outcomes, and prerequisites."
      }
    ]
  },
  "business_profile": {
    "business_summary": "eRiverSpace InnoLab Corp is represented by 20 repository objects across 9 categories and 1 website. Deterministic evidence most strongly aligns the organization with nonprofit innovation. Digital maturity is established; AI readiness is exploratory. Business size remains undetermined because the repository lacks reliable size metrics.",
    "current_capabilities": [
      {
        "capability": "Operational and policy documentation",
        "category": "operations",
        "evidence": "4 knowledge objects."
      },
      {
        "capability": "Product portfolio",
        "category": "products",
        "evidence": "4 knowledge objects."
      },
      {
        "capability": "Innovation and ecosystem capabilities",
        "category": "innovation",
        "evidence": "3 knowledge objects."
      },
      {
        "capability": "Nonprofit and community programs",
        "category": "nonprofit",
        "evidence": "3 knowledge objects."
      },
      {
        "capability": "Organization and brand information",
        "category": "organizations",
        "evidence": "2 knowledge objects."
      },
      {
        "capability": "Event and program delivery",
        "category": "events",
        "evidence": "1 knowledge object."
      },
      {
        "capability": "Marketplace and catalog operations",
        "category": "marketplace",
        "evidence": "1 knowledge object."
      },
      {
        "capability": "Defined service portfolio",
        "category": "services",
        "evidence": "1 knowledge object."
      },
      {
        "capability": "Technology delivery capabilities",
        "category": "technology",
        "evidence": "1 knowledge object."
      }
    ],
    "missing_capabilities": [
      {
        "severity": "critical",
        "capability": "Knowledge governance",
        "evidence": "13 of 20 objects are not approved.",
        "action": "Complete review before relying on recommendations for automated decisions."
      },
      {
        "severity": "high",
        "capability": "Structured marketing knowledge",
        "evidence": "No marketing-category objects are present.",
        "action": "Document positioning, audiences, channels, campaigns, and conversion goals."
      },
      {
        "severity": "high",
        "capability": "AI readiness",
        "evidence": "Deterministic readiness level is exploratory.",
        "action": "Establish approved knowledge, data ownership, safeguards, and measurable pilot outcomes."
      }
    ],
    "recommended_services": [
      {
        "id": "KN-000076",
        "canonical_id": "website-page-giniinc-com-service-ai-automation-1ae7b649-1ae7b649",
        "title": "AI & Automation - GiNi Inc.",
        "organization": "GiNi Inc",
        "category": "technology",
        "source_url": "https://giniinc.com/service/ai-automation",
        "review_status": "approved",
        "score": 21,
        "matched_terms": [
          "consulting",
          "technology",
          "automation",
          "data"
        ]
      },
      {
        "id": "KN-000075",
        "canonical_id": "website-page-giniinc-com-service-246ea1bc-246ea1bc",
        "title": "Service Archive - GiNi Inc.",
        "organization": "GiNi Inc",
        "category": "services",
        "source_url": "https://giniinc.com/service",
        "review_status": "approved",
        "score": 20,
        "matched_terms": [
          "consulting",
          "marketing",
          "branding",
          "automation",
          "data"
        ]
      },
      {
        "id": "KN-000094",
        "canonical_id": "website-page-giniinc-tech-pages-gt-onsite-96fae4bc-96fae4bc",
        "title": "on-site consulting for small businesses - GT OnSite℠ – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "services",
        "source_url": "https://giniinc.tech/pages/gt-onsite",
        "review_status": "approved",
        "score": 19,
        "matched_terms": [
          "consulting",
          "branding",
          "technology"
        ]
      },
      {
        "id": "KN-000107",
        "canonical_id": "website-page-giniinc-tech-products-seo-1-559bc656-559bc656",
        "title": "SEO – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "marketing",
        "source_url": "https://giniinc.tech/products/seo-1",
        "review_status": "approved",
        "score": 19,
        "matched_terms": [
          "marketing",
          "seo",
          "branding"
        ]
      },
      {
        "id": "KN-000087",
        "canonical_id": "website-page-giniinc-com-social-media-marketing-65023b0f-65023b0f",
        "title": "Social Media Marketing - GiNi Inc.",
        "organization": "GiNi Inc",
        "category": "marketing",
        "source_url": "https://giniinc.com/social-media-marketing",
        "review_status": "pending",
        "score": 18,
        "matched_terms": [
          "marketing",
          "social media",
          "branding"
        ]
      },
      {
        "id": "KN-000109",
        "canonical_id": "website-page-giniinc-tech-products-social-media-marketing-62fe1ef5-62fe1ef5",
        "title": "Social Media Marketing – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "marketing",
        "source_url": "https://giniinc.tech/products/social-media-marketing",
        "review_status": "pending",
        "score": 18,
        "matched_terms": [
          "marketing",
          "social media",
          "branding"
        ]
      },
      {
        "id": "KN-000078",
        "canonical_id": "website-page-giniinc-com-service-data-services-dfbca895-dfbca895",
        "title": "Data Services - GiNi Inc.",
        "organization": "GiNi Inc",
        "category": "services",
        "source_url": "https://giniinc.com/service/data-services",
        "review_status": "approved",
        "score": 17,
        "matched_terms": [
          "consulting",
          "data"
        ]
      },
      {
        "id": "KN-000084",
        "canonical_id": "website-page-giniinc-com-service-software-development-d1fe6317-d1fe6317",
        "title": "Software Development - GiNi Inc.",
        "organization": "GiNi Inc",
        "category": "technology",
        "source_url": "https://giniinc.com/service/software-development",
        "review_status": "approved",
        "score": 17,
        "matched_terms": [
          "technology",
          "software"
        ]
      }
    ],
    "recommended_ai_modules": [
      {
        "id": "knowledge_governance",
        "name": "Knowledge Governance Module",
        "purpose": "Control review status, confidence, provenance, and knowledge lifecycle.",
        "recommendation_status": "candidate_after_readiness_work",
        "prerequisites": [
          "Approve source knowledge.",
          "Assign data and process owners.",
          "Define safeguards and pilot metrics."
        ]
      },
      {
        "id": "customer_engagement",
        "name": "Customer Engagement Module",
        "purpose": "Support evidence-grounded customer questions, service discovery, and follow-up.",
        "recommendation_status": "candidate_after_readiness_work",
        "prerequisites": [
          "Approve source knowledge.",
          "Assign data and process owners.",
          "Define safeguards and pilot metrics."
        ]
      },
      {
        "id": "marketing_operations",
        "name": "Marketing Operations Module",
        "purpose": "Organize approved messaging, campaigns, SEO, social, and content workflows.",
        "recommendation_status": "candidate_after_readiness_work",
        "prerequisites": [
          "Approve source knowledge.",
          "Assign data and process owners.",
          "Define safeguards and pilot metrics."
        ]
      },
      {
        "id": "catalog_intelligence",
        "name": "Product Catalog Intelligence Module",
        "purpose": "Improve product discovery, metadata consistency, cross-sell, and catalog quality.",
        "recommendation_status": "candidate_after_readiness_work",
        "prerequisites": [
          "Approve source knowledge.",
          "Assign data and process owners.",
          "Define safeguards and pilot metrics."
        ]
      },
      {
        "id": "operations_copilot",
        "name": "Operations Knowledge Module",
        "purpose": "Surface approved procedures, policies, workflows, and operational guidance.",
        "recommendation_status": "candidate_after_readiness_work",
        "prerequisites": [
          "Approve source knowledge.",
          "Assign data and process owners.",
          "Define safeguards and pilot metrics."
        ]
      }
    ],
    "recommended_training": {
      "needs": [
        {
          "topic": "Knowledge governance and review",
          "priority": "critical",
          "reason": "13 objects are not approved."
        },
        {
          "topic": "AI fundamentals, responsible use, and data readiness",
          "priority": "high",
          "reason": "Deterministic readiness level is exploratory."
        },
        {
          "topic": "Digital marketing measurement and content operations",
          "priority": "medium",
          "reason": "No marketing-category objects are present."
        },
        {
          "topic": "Product data, merchandising, and ecommerce operations",
          "priority": "medium",
          "reason": "The repository contains a substantial product or marketplace portfolio."
        }
      ],
      "repository_options": []
    },
    "recommended_marketplace_products": [
      {
        "id": "KN-000101",
        "canonical_id": "website-page-giniinc-tech-products-custom-wordpress-web-design-consultation-3e27bc16-3e27bc16",
        "title": "Custom WordPress Web Design – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "products",
        "source_url": "https://giniinc.tech/products/custom-wordpress-web-design-consultation",
        "review_status": "pending",
        "score": 11,
        "matched_terms": [
          "web"
        ]
      },
      {
        "id": "KN-000110",
        "canonical_id": "website-page-giniinc-tech-products-ui-ux-web-design-91db8dbd-91db8dbd",
        "title": "UI UX Web Design – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "products",
        "source_url": "https://giniinc.tech/products/ui-ux-web-design",
        "review_status": "pending",
        "score": 11,
        "matched_terms": [
          "web"
        ]
      },
      {
        "id": "KN-000111",
        "canonical_id": "website-page-giniinc-tech-products-web-app-development-consultation-5b11f222-5b11f222",
        "title": "Web App Development – GiNi.Tech",
        "organization": "GiNi Tech",
        "category": "products",
        "source_url": "https://giniinc.tech/products/web-app-development-consultation",
        "review_status": "pending",
        "score": 10,
        "matched_terms": [
          "web"
        ]
      }
    ],
    "recommended_partners": [
      {
        "organization": "GiNi Inc",
        "score": 93,
        "evidence": [
          "AI & Automation - GiNi Inc. (technology)",
          "Service Archive - GiNi Inc. (services)",
          "Social Media Marketing - GiNi Inc. (marketing)",
          "Data Services - GiNi Inc. (services)",
          "Software Development - GiNi Inc. (technology)"
        ]
      },
      {
        "organization": "GiNi Tech",
        "score": 88,
        "evidence": [
          "on-site consulting for small businesses - GT OnSite℠ – GiNi.Tech (services)",
          "SEO – GiNi.Tech (marketing)",
          "Social Media Marketing – GiNi.Tech (marketing)",
          "Custom WordPress Web Design – GiNi.Tech (products)",
          "UI UX Web Design – GiNi.Tech (products)"
        ]
      }
    ],
    "recommended_next_steps": [
      {
        "priority": 1,
        "action": "Review high-connectivity knowledge",
        "detail": "Approve or revise the organization's 20 knowledge objects, starting with graph hubs."
      },
      {
        "priority": 2,
        "action": "Validate profile assumptions",
        "detail": "Confirm industry classification and supply employee, revenue/budget, and location data for business-size determination."
      },
      {
        "priority": 3,
        "action": "Close critical capability gaps",
        "detail": "Complete review before relying on recommendations for automated decisions."
      },
      {
        "priority": 4,
        "action": "Select one measurable pilot",
        "detail": "Knowledge Governance Module is the first deterministic candidate; define owner, safeguards, baseline, and success metric before implementation."
      },
      {
        "priority": 5,
        "action": "Rebuild intelligence",
        "detail": "Rebuild knowledge objects, graph, business intelligence, and decision profiles after approved changes."
      }
    ]
  },
  "decision_constraints": [
    "All current organization knowledge objects are unapproved unless the evidence scope states otherwise.",
    "Recommendations are deterministic candidates for human review, not automated business decisions.",
    "Business size is not inferred from customer-segment language.",
    "Marketplace and partner recommendations require commercial, availability, pricing, and fit validation.",
    "AI modules are conceptual recommendations and are not implemented systems."
  ]
}