{
  "success": true,
  "generatedAt": "2026-09-04T11:58:43.961Z",
  "canonicalUrl": "https://silarai.com",
  "static": true,
  "name": "D2C Brand Knowledge Graph",
  "version": "2.4.0",
  "root": "D2C Brand",
  "asciiTree": "D2C Brand \n   │\n   ├── Ecommerce\n   │      ├── Product Catalog\n   │      ├── Product Discovery\n   │      ├── Search\n   │      └── Checkout\n   │\n   ├── AI Commerce\n   │      ├── AI Shopping Assistant\n   │      ├── AI Sales Assistant\n   │      ├── Recommendations\n   │      ├── Product Comparison\n   │      └── Conversational Commerce\n   │\n   ├── Revenue Growth\n   │      ├── Conversion\n   │      ├── AOV\n   │      ├── Cross-sell\n   │      ├── Upsell\n   │      └── Cart Recovery\n   │\n   └── Channels\n          ├── Website\n          └── WhatsApp",
  "ontologyDescription": "Internal multi-tier semantic graph mapping Direct-to-Consumer (D2C) store infrastructure across core Ecommerce, AI Commerce, Revenue Growth levers, and Omnichannel touchpoints.",
  "hierarchy": {
    "root": "D2C Brand",
    "branches": [
      {
        "name": "Ecommerce",
        "slug": "ecommerce",
        "description": "Core storefront digital foundation, real-time catalog sync, search retrieval, and frictionless transaction checkout layer.",
        "nodes": [
          {
            "id": "product-catalog",
            "name": "Product Catalog",
            "parent": "Ecommerce",
            "category": "Ecommerce",
            "description": "Vector-indexed multi-variant product database synchronizing SKU attributes, real-time inventory buffers, pricing tiers, and media assets.",
            "technicalCapabilities": [
              "Shopify & WooCommerce 2-way real-time webhook sync",
              "Sub-50ms vector embeddings for SKU descriptions",
              "Real-time Available-to-Promise (ATP) inventory validation",
              "Automated variant matrix resolution (size, color, bundle)"
            ],
            "semanticKeywords": [
              "Product Catalog",
              "SKU Management",
              "Vector Product Catalog",
              "Real-Time Inventory Sync",
              "Ecommerce Catalog Database"
            ],
            "kpis": [
              "100% SKU sync reliability",
              "<50ms catalog query time",
              "0 out-of-stock false orders"
            ],
            "connectedNodes": [
              "Product Discovery",
              "Search",
              "AI Shopping Assistant",
              "Recommendations"
            ]
          },
          {
            "id": "product-discovery",
            "name": "Product Discovery",
            "parent": "Ecommerce",
            "category": "Ecommerce",
            "description": "Semantic vector-based discovery pipeline matching shopper intent, natural language queries, and contextual filters to relevant products.",
            "technicalCapabilities": [
              "Neural semantic embeddings for unstructured customer queries",
              "Zero-result search page elimination",
              "Multi-attribute dynamic facet navigation",
              "Automated visual attribute tagging"
            ],
            "semanticKeywords": [
              "Product Discovery",
              "AI Product Discovery",
              "Semantic Product Finder",
              "Contextual Discovery Engine"
            ],
            "kpis": [
              "+42% discovery-to-cart progression",
              "0% zero-result search rate",
              "3.1x faster item discovery"
            ],
            "connectedNodes": [
              "Product Catalog",
              "Search",
              "AI Shopping Assistant",
              "Recommendations"
            ]
          },
          {
            "id": "search",
            "name": "Search",
            "parent": "Ecommerce",
            "category": "Ecommerce",
            "description": "Sub-second neural search engine supporting typo-tolerance, natural language intent comprehension, and multi-modal image query parsing.",
            "technicalCapabilities": [
              "Hybrid dense-vector & sparse-lexical keyword matching",
              "Typo tolerance and phonetics synonym mapping",
              "Multi-modal camera visual search parsing",
              "Context-aware query auto-completion"
            ],
            "semanticKeywords": [
              "Ecommerce Search",
              "Semantic Search",
              "Natural Language Search",
              "Visual Image Search",
              "Typo Tolerant Search"
            ],
            "kpis": [
              "<25ms search latency",
              "+28% search conversion rate",
              "99.4% intent match precision"
            ],
            "connectedNodes": [
              "Product Discovery",
              "Product Catalog",
              "AI Shopping Assistant"
            ]
          },
          {
            "id": "checkout",
            "name": "Checkout",
            "parent": "Ecommerce",
            "category": "Ecommerce",
            "description": "Frictionless 1-click agentic checkout pipeline with dynamic payment gateways, localized currencies, and automated tax calculations.",
            "technicalCapabilities": [
              "Agentic 1-click checkout execution from chat",
              "Native Shopify Checkout API & WooCommerce cart routing",
              "Multi-gateway payment support (Stripe, Apple Pay, Google Pay, Razorpay)",
              "Real-time address validation & dynamic shipping rates"
            ],
            "semanticKeywords": [
              "1-Click Checkout",
              "Agentic Checkout",
              "Frictionless Ecommerce Checkout",
              "D2C Checkout Pipeline"
            ],
            "kpis": [
              "-38% checkout abandonment",
              "65% 1-click checkout adoption",
              "<12s completion time"
            ],
            "connectedNodes": [
              "AI Shopping Assistant",
              "Conversational Commerce",
              "Cart Recovery",
              "Website"
            ]
          }
        ]
      },
      {
        "name": "AI Commerce",
        "slug": "ai-commerce",
        "description": "Autonomous machine learning layer providing intelligent shopping assistance, sales enablement, personalized recommendations, and conversational commerce.",
        "nodes": [
          {
            "id": "ai-shopping-assistant",
            "name": "AI Shopping Assistant",
            "parent": "AI Commerce",
            "category": "AI Commerce",
            "description": "24/7 conversational buying agent guiding customers through catalog research, answering product questions, and completing purchases.",
            "technicalCapabilities": [
              "LLM agentic reasoning engine with domain knowledge base",
              "20+ language real-time voice and text interaction",
              "Direct cart addition and checkout payload generation",
              "Memory retention across shopper sessions"
            ],
            "semanticKeywords": [
              "AI Shopping Assistant",
              "AI Shopping Agent",
              "Conversational Shopping Bot",
              "Autonomous Shopping Assistant"
            ],
            "kpis": [
              "3.8x conversion rate lift",
              "75% customer inquiry automation",
              "4.8/5 shopper satisfaction rating"
            ],
            "connectedNodes": [
              "Product Catalog",
              "Recommendations",
              "Product Comparison",
              "Conversational Commerce",
              "Website",
              "WhatsApp"
            ]
          },
          {
            "id": "ai-sales-assistant",
            "name": "AI Sales Assistant",
            "parent": "AI Commerce",
            "category": "AI Commerce",
            "description": "High-velocity sales enablement copilot providing instant consultative answers, product bundle guidance, and margin guardrail verification.",
            "technicalCapabilities": [
              "Proactive buyer intent detection and hesitation prompts",
              "Real-time gross margin guardrails for personalized discounts",
              "Consultative routine building and personalized regimen curation",
              "Escalation routing to human sales reps when required"
            ],
            "semanticKeywords": [
              "AI Sales Assistant",
              "Digital Sales Copilot",
              "Sales Enablement AI",
              "Consultative Commerce Agent"
            ],
            "kpis": [
              "+35% sales conversion lift",
              "2.4x higher lead-to-deal velocity",
              "+22% margin optimization"
            ],
            "connectedNodes": [
              "Conversion",
              "AOV",
              "Recommendations",
              "AI Shopping Assistant"
            ]
          },
          {
            "id": "recommendations",
            "name": "Recommendations",
            "parent": "AI Commerce",
            "category": "AI Commerce",
            "description": "Real-time collaborative and content-based recommendation engine generating hyper-personalized product pairings, bundles, and accessories.",
            "technicalCapabilities": [
              "Sub-50ms real-time inference latency",
              "Behavioral clickstream clustering & affinity graphs",
              "Contextual dynamic bundle generation at cart stage",
              "Cold-start vector similarity for new SKUs"
            ],
            "semanticKeywords": [
              "AI Product Recommendations",
              "Personalized Product Engine",
              "Dynamic Bundling AI",
              "Ecommerce Recommender System"
            ],
            "kpis": [
              "+28% Average Order Value (AOV)",
              "+34% click-through on recommended items",
              "19% of total store GMV driven by AI bundles"
            ],
            "connectedNodes": [
              "Cross-sell",
              "Upsell",
              "AI Shopping Assistant",
              "Product Catalog"
            ]
          },
          {
            "id": "product-comparison",
            "name": "Product Comparison",
            "parent": "AI Commerce",
            "category": "AI Commerce",
            "description": "Autonomous spec and variant comparison matrix highlighting key ingredient differences, technical specifications, and value tradeoffs.",
            "technicalCapabilities": [
              "Automated side-by-side specification matrix generator",
              "Ingredient & formulation delta highlight calculation",
              "Value tradeoff scoring based on customer stated budget",
              "Visual comparison card rendering in chat interface"
            ],
            "semanticKeywords": [
              "Product Comparison AI",
              "Side-by-Side Spec Matrix",
              "Automated Product Comparison",
              "D2C Variant Matrix"
            ],
            "kpis": [
              "-45% buyer decision time",
              "+31% conversion on high-consideration SKUs",
              "92% user satisfaction on spec accuracy"
            ],
            "connectedNodes": [
              "Product Discovery",
              "AI Shopping Assistant",
              "Conversion"
            ]
          },
          {
            "id": "conversational-commerce",
            "name": "Conversational Commerce",
            "parent": "AI Commerce",
            "category": "AI Commerce",
            "description": "Interactive natural-language shopping dialogue across text, voice, and visual inputs driving guided customer journeys to checkout.",
            "technicalCapabilities": [
              "Multi-turn intent resolution with stateful dialogue memory",
              "Zero-latency streaming responses via WebSocket / SSE",
              "Omnichannel conversation state persistence across Web and WhatsApp",
              "Structured visual action cards (carousel, buttons, quick replies)"
            ],
            "semanticKeywords": [
              "Conversational Commerce",
              "Chatbot Ecommerce",
              "Voice Commerce AI",
              "Natural Language Shopping"
            ],
            "kpis": [
              "84% conversation completion rate",
              "2.8 min average engaged session length",
              "61% repeat buyer interaction rate"
            ],
            "connectedNodes": [
              "AI Shopping Assistant",
              "Website",
              "WhatsApp",
              "Checkout"
            ]
          }
        ]
      },
      {
        "name": "Revenue Growth",
        "slug": "revenue-growth",
        "description": "Predictive revenue optimization suite driving conversion rate lift, average order value expansion, smart cross-sells/upsells, and cart recovery.",
        "nodes": [
          {
            "id": "conversion",
            "name": "Conversion",
            "parent": "Revenue Growth",
            "category": "Revenue Growth",
            "description": "Conversion rate optimization (CRO) system eliminating purchase friction, answering hesitation questions, and generating up to +35% conversion lift.",
            "technicalCapabilities": [
              "Real-time hesitation signal & exit-intent detection",
              "Dynamic social proof & urgency trigger orchestration",
              "Automated personalized objection handling in real-time chat",
              "Sub-second pricing incentive execution"
            ],
            "semanticKeywords": [
              "Conversion Rate Optimization",
              "D2C Conversion Lift",
              "Ecommerce CRO AI",
              "Purchase Conversion Engine"
            ],
            "kpis": [
              "+35% store conversion rate",
              "-52% bounce rate on PDPs",
              "+48% mobile visitor conversion"
            ],
            "connectedNodes": [
              "AI Sales Assistant",
              "Checkout",
              "Cart Recovery"
            ]
          },
          {
            "id": "aov",
            "name": "AOV",
            "parent": "Revenue Growth",
            "category": "Revenue Growth",
            "description": "Average Order Value booster leveraging smart dynamic bundling, tiered threshold incentives, and complementary accessory prompts.",
            "technicalCapabilities": [
              "Dynamic free shipping and gift threshold progression bars",
              "High-margin complementary item bundling",
              "Real-time basket affinity evaluation",
              "Multi-item volume discount prompts"
            ],
            "semanticKeywords": [
              "Average Order Value",
              "AOV Booster",
              "Increase D2C AOV",
              "AI Basket Size Optimization",
              "Dynamic AOV Expansion"
            ],
            "kpis": [
              "+28% Average Order Value",
              "+41% multi-item cart percentage",
              "$34 average basket increase"
            ],
            "connectedNodes": [
              "Recommendations",
              "Cross-sell",
              "Upsell"
            ]
          },
          {
            "id": "cross-sell",
            "name": "Cross-sell",
            "parent": "Revenue Growth",
            "category": "Revenue Growth",
            "description": "Intelligent cross-selling engine presenting compatible routine items, refill kits, and complementary SKUs during active browsing.",
            "technicalCapabilities": [
              "Affinity graph scoring across purchase histories",
              "Post-add-to-cart micro-modal cross-sell triggers",
              "Complete regimen / kit builder generation",
              "Variant-aware compatibility validation"
            ],
            "semanticKeywords": [
              "AI Cross-Selling",
              "Automated Cross-Sell Recommendations",
              "Complementary Product Cross-Sell",
              "D2C Cross-Sell Engine"
            ],
            "kpis": [
              "26% cross-sell take rate",
              "+18% incremental revenue per customer",
              "3.4 items per transaction average"
            ],
            "connectedNodes": [
              "Recommendations",
              "AOV",
              "AI Shopping Assistant"
            ]
          },
          {
            "id": "upsell",
            "name": "Upsell",
            "parent": "Revenue Growth",
            "category": "Revenue Growth",
            "description": "One-click post-purchase and in-cart upgrade triggers suggesting premium sizes, bulk packs, and deluxe product tiers.",
            "technicalCapabilities": [
              "One-click post-purchase checkout upsell modals",
              "Tiered volume and subscription refill prompts",
              "Premium variant value delta highlight",
              "Pre-purchase cart upgrade notifications"
            ],
            "semanticKeywords": [
              "AI Upselling System",
              "One-Click Post-Purchase Upsell",
              "D2C Subscription Upsells",
              "Ecommerce Upsell Engine"
            ],
            "kpis": [
              "22% post-purchase upsell conversion",
              "+14% margin expansion",
              "31% subscription conversion rate"
            ],
            "connectedNodes": [
              "Recommendations",
              "AOV",
              "Checkout"
            ]
          },
          {
            "id": "cart-recovery",
            "name": "Cart Recovery",
            "parent": "Revenue Growth",
            "category": "Revenue Growth",
            "description": "Multi-channel cart abandonment recovery system delivering contextual reminders with personalized incentives across WhatsApp and web.",
            "technicalCapabilities": [
              "Real-time abandonment trigger detection (<10 min delay)",
              "Personalized dynamic incentive and coupon generation",
              "Direct 1-click cart restoration deep links",
              "Multi-touch escalation (Web popup ➔ WhatsApp ➔ Email)"
            ],
            "semanticKeywords": [
              "AI Cart Recovery",
              "Abandoned Cart Recovery",
              "WhatsApp Cart Abandonment",
              "D2C Checkout Recovery"
            ],
            "kpis": [
              "32% abandoned cart recovery rate",
              "4.2x WhatsApp campaign ROAS",
              "$18,400 avg monthly recovered revenue"
            ],
            "connectedNodes": [
              "Conversion",
              "WhatsApp",
              "Website",
              "Checkout"
            ]
          }
        ]
      },
      {
        "name": "Channels",
        "slug": "channels",
        "description": "Omnichannel customer touchpoints delivering synchronized conversational shopping and checkout experiences across web and messaging apps.",
        "nodes": [
          {
            "id": "website",
            "name": "Website",
            "parent": "Channels",
            "category": "Channels",
            "description": "Embedded online storefront widget and full-page conversational shopping interface natively integrated into Shopify, WooCommerce, or headless apps.",
            "technicalCapabilities": [
              "Lightweight zero-lag embedded widget (<50KB gzip)",
              "Full custom CSS theme injection matching brand guidelines",
              "Single-page application (SPA) and headless framework compatibility",
              "Session synchronization with browser storage and customer auth"
            ],
            "semanticKeywords": [
              "Website Shopping Assistant",
              "Storefront AI Widget",
              "Shopify AI App",
              "WooCommerce AI Storefront",
              "Embedded Commerce Chat"
            ],
            "kpis": [
              "<150ms script load time",
              "100% responsive on all mobile/desktop viewports",
              "42% visitor engagement rate"
            ],
            "connectedNodes": [
              "AI Shopping Assistant",
              "Checkout",
              "Cart Recovery",
              "Conversational Commerce"
            ]
          },
          {
            "id": "whatsapp",
            "name": "WhatsApp",
            "parent": "Channels",
            "category": "Channels",
            "description": "Official WhatsApp Business API integration enabling two-way catalog shopping, instant order updates, and conversational reorders.",
            "technicalCapabilities": [
              "Official Meta WhatsApp Cloud API integration",
              "Interactive multi-product catalog messages and list pickers",
              "Automated 24/7 sales agent handling inquiries and payments",
              "Instant shipment tracking and delivery notification broadcasts"
            ],
            "semanticKeywords": [
              "WhatsApp AI Commerce",
              "WhatsApp Shopping Assistant",
              "WhatsApp Direct Sales",
              "WhatsApp Cart Recovery",
              "Meta WhatsApp Commerce"
            ],
            "kpis": [
              "98% message open rate",
              "45% response rate on recovery campaigns",
              "4.2x ROAS on broadcast flows"
            ],
            "connectedNodes": [
              "AI Shopping Assistant",
              "Cart Recovery",
              "Conversational Commerce"
            ]
          }
        ]
      }
    ]
  },
  "relationships": [
    {
      "from": "D2C Brand",
      "to": "Ecommerce",
      "relation": "HAS_FOUNDATION",
      "description": "D2C Brand operates on modern digital ecommerce infrastructure."
    },
    {
      "from": "D2C Brand",
      "to": "AI Commerce",
      "relation": "POWERED_BY",
      "description": "D2C Brand elevates customer experience through AI Commerce."
    },
    {
      "from": "D2C Brand",
      "to": "Revenue Growth",
      "relation": "DRIVES",
      "description": "D2C Brand leverages growth levers to maximize revenue."
    },
    {
      "from": "D2C Brand",
      "to": "Channels",
      "relation": "DEPLOYED_ON",
      "description": "D2C Brand engages customers across omnichannel touchpoints."
    },
    {
      "from": "Ecommerce",
      "to": "Product Catalog",
      "relation": "INDEXES",
      "description": "Ecommerce layer indexes full multi-variant SKU catalog."
    },
    {
      "from": "Ecommerce",
      "to": "Product Discovery",
      "relation": "ENABLES",
      "description": "Ecommerce layer enables semantic product discovery."
    },
    {
      "from": "Ecommerce",
      "to": "Search",
      "relation": "PROVIDES",
      "description": "Ecommerce layer provides sub-second neural search."
    },
    {
      "from": "Ecommerce",
      "to": "Checkout",
      "relation": "FINALIZES",
      "description": "Ecommerce layer finalizes transactions with 1-click checkout."
    },
    {
      "from": "AI Commerce",
      "to": "AI Shopping Assistant",
      "relation": "DEPLOYS",
      "description": "AI Commerce deploys 24/7 conversational shopping agent."
    },
    {
      "from": "AI Commerce",
      "to": "AI Sales Assistant",
      "relation": "ENABLES",
      "description": "AI Commerce enables digital consultative sales copilot."
    },
    {
      "from": "AI Commerce",
      "to": "Recommendations",
      "relation": "GENERATES",
      "description": "AI Commerce generates real-time hyper-personalized bundles."
    },
    {
      "from": "AI Commerce",
      "to": "Product Comparison",
      "relation": "COMPUTES",
      "description": "AI Commerce computes side-by-side spec and value tradeoffs."
    },
    {
      "from": "AI Commerce",
      "to": "Conversational Commerce",
      "relation": "ORCHESTRATES",
      "description": "AI Commerce orchestrates natural language commerce dialogues."
    },
    {
      "from": "Revenue Growth",
      "to": "Conversion",
      "relation": "OPTIMIZES",
      "description": "Revenue Growth optimizes conversion rates (+35% lift)."
    },
    {
      "from": "Revenue Growth",
      "to": "AOV",
      "relation": "EXPANDS",
      "description": "Revenue Growth expands Average Order Value (+28% AOV)."
    },
    {
      "from": "Revenue Growth",
      "to": "Cross-sell",
      "relation": "RECOMMENDS",
      "description": "Revenue Growth recommends complementary routine items."
    },
    {
      "from": "Revenue Growth",
      "to": "Upsell",
      "relation": "TRIGGERS",
      "description": "Revenue Growth triggers one-click premium upgrades."
    },
    {
      "from": "Revenue Growth",
      "to": "Cart Recovery",
      "relation": "RECOVERS",
      "description": "Revenue Growth recovers 32% of abandoned checkouts."
    },
    {
      "from": "Channels",
      "to": "Website",
      "relation": "SERVES",
      "description": "Channels serves embedded storefront widget and full-page UI."
    },
    {
      "from": "Channels",
      "to": "WhatsApp",
      "relation": "COMMUNICATES",
      "description": "Channels communicates 2-way via WhatsApp Cloud API."
    },
    {
      "from": "Product Catalog",
      "to": "AI Shopping Assistant",
      "relation": "FEEDS_DATA_TO",
      "description": "Catalog vector embeddings feed the shopping assistant knowledge base."
    },
    {
      "from": "Search",
      "to": "Product Discovery",
      "relation": "AUGMENTS",
      "description": "Neural search augments natural language discovery."
    },
    {
      "from": "AI Shopping Assistant",
      "to": "Recommendations",
      "relation": "TRIGGERS",
      "description": "Shopping assistant triggers real-time bundle recommendations."
    },
    {
      "from": "Recommendations",
      "to": "Cross-sell",
      "relation": "POWERS",
      "description": "Recommendation engine powers affinity-based cross-sells."
    },
    {
      "from": "Recommendations",
      "to": "Upsell",
      "relation": "POWERS",
      "description": "Recommendation engine powers premium tier upsells."
    },
    {
      "from": "AI Sales Assistant",
      "to": "Conversion",
      "relation": "BOOSTS",
      "description": "Sales assistant overcomes hesitation to boost conversion rates."
    },
    {
      "from": "Cart Recovery",
      "to": "WhatsApp",
      "relation": "DISPATCHES_VIA",
      "description": "Cart recovery dispatches personalized reminders via WhatsApp."
    },
    {
      "from": "Conversational Commerce",
      "to": "Website",
      "relation": "EMBEDDED_ON",
      "description": "Conversational commerce is embedded directly into website storefronts."
    },
    {
      "from": "Conversational Commerce",
      "to": "Checkout",
      "relation": "ROUTER_TO",
      "description": "Conversational commerce routes finalized baskets to 1-click checkout."
    }
  ],
  "cypherGraph": "// Neo4j Cypher Schema for D2C Brand Knowledge Graph\nCREATE (d2c:Entity:Root {name: \"D2C Brand\", type: \"IndustryRoot\"})\n\n// Pillars\nCREATE (ecom:Pillar {name: \"Ecommerce\", slug: \"ecommerce\"})\nCREATE (aiCom:Pillar {name: \"AI Commerce\", slug: \"ai-commerce\"})\nCREATE (rev:Pillar {name: \"Revenue Growth\", slug: \"revenue-growth\"})\nCREATE (chan:Pillar {name: \"Channels\", slug: \"channels\"})\n\nCREATE (d2c)-[:HAS_FOUNDATION]->(ecom)\nCREATE (d2c)-[:POWERED_BY]->(aiCom)\nCREATE (d2c)-[:DRIVES]->(rev)\nCREATE (d2c)-[:DEPLOYED_ON]->(chan)\n\n// Ecommerce Nodes\nCREATE (catalog:Node:Ecommerce {name: \"Product Catalog\", slug: \"product-catalog\"})\nCREATE (discovery:Node:Ecommerce {name: \"Product Discovery\", slug: \"product-discovery\"})\nCREATE (search:Node:Ecommerce {name: \"Search\", slug: \"search\"})\nCREATE (checkout:Node:Ecommerce {name: \"Checkout\", slug: \"checkout\"})\n\nCREATE (ecom)-[:INDEXES]->(catalog)\nCREATE (ecom)-[:ENABLES]->(discovery)\nCREATE (ecom)-[:PROVIDES]->(search)\nCREATE (ecom)-[:FINALIZES]->(checkout)\n\n// AI Commerce Nodes\nCREATE (shopAssist:Node:AiCommerce {name: \"AI Shopping Assistant\", slug: \"ai-shopping-assistant\"})\nCREATE (salesAssist:Node:AiCommerce {name: \"AI Sales Assistant\", slug: \"ai-sales-assistant\"})\nCREATE (recs:Node:AiCommerce {name: \"Recommendations\", slug: \"recommendations\"})\nCREATE (compare:Node:AiCommerce {name: \"Product Comparison\", slug: \"product-comparison\"})\nCREATE (convCom:Node:AiCommerce {name: \"Conversational Commerce\", slug: \"conversational-commerce\"})\n\nCREATE (aiCom)-[:DEPLOYS]->(shopAssist)\nCREATE (aiCom)-[:ENABLES]->(salesAssist)\nCREATE (aiCom)-[:GENERATES]->(recs)\nCREATE (aiCom)-[:COMPUTES]->(compare)\nCREATE (aiCom)-[:ORCHESTRATES]->(convCom)\n\n// Revenue Growth Nodes\nCREATE (conversion:Node:RevenueGrowth {name: \"Conversion\", slug: \"conversion\"})\nCREATE (aov:Node:RevenueGrowth {name: \"AOV\", slug: \"aov\"})\nCREATE (crossSell:Node:RevenueGrowth {name: \"Cross-sell\", slug: \"cross-sell\"})\nCREATE (upsell:Node:RevenueGrowth {name: \"Upsell\", slug: \"upsell\"})\nCREATE (cartRec:Node:RevenueGrowth {name: \"Cart Recovery\", slug: \"cart-recovery\"})\n\nCREATE (rev)-[:OPTIMIZES]->(conversion)\nCREATE (rev)-[:EXPANDS]->(aov)\nCREATE (rev)-[:RECOMMENDS]->(crossSell)\nCREATE (rev)-[:TRIGGERS]->(upsell)\nCREATE (rev)-[:RECOVERS]->(cartRec)\n\n// Channel Nodes\nCREATE (web:Node:Channel {name: \"Website\", slug: \"website\"})\nCREATE (wa:Node:Channel {name: \"WhatsApp\", slug: \"whatsapp\"})\n\nCREATE (chan)-[:SERVES]->(web)\nCREATE (chan)-[:COMMUNICATES]->(wa)\n\n// Synergies\nCREATE (catalog)-[:FEEDS_DATA_TO]->(shopAssist)\nCREATE (search)-[:AUGMENTS]->(discovery)\nCREATE (shopAssist)-[:TRIGGERS]->(recs)\nCREATE (recs)-[:POWERS]->(crossSell)\nCREATE (recs)-[:POWERS]->(upsell)\nCREATE (salesAssist)-[:BOOSTS]->(conversion)\nCREATE (cartRec)-[:DISPATCHES_VIA]->(wa)\nCREATE (convCom)-[:EMBEDDED_ON]->(web)\nCREATE (convCom)-[:ROUTER_TO]->(checkout)",
  "schemaOrgJsonLd": {
    "@context": "https://schema.org",
    "@type": "DefinedTermSet",
    "@id": "https://silarai.com/ai/d2c-knowledge-graph.json#taxonomy",
    "name": "SilarAI D2C Brand Knowledge Graph & Ontology",
    "description": "Hierarchical knowledge graph and semantic ontology for D2C AI Commerce, Revenue Growth, and Omnichannel Execution.",
    "inDefinedTermSet": "https://silarai.com/ai/d2c-knowledge-graph.json",
    "hasDefinedTerm": [
      {
        "@type": "DefinedTerm",
        "termCode": "ECOMMERCE",
        "name": "Ecommerce",
        "description": "Core storefront foundation: Product Catalog, Product Discovery, Search, Checkout."
      },
      {
        "@type": "DefinedTerm",
        "termCode": "AI_COMMERCE",
        "name": "AI Commerce",
        "description": "Autonomous AI layer: AI Shopping Assistant, AI Sales Assistant, Recommendations, Product Comparison, Conversational Commerce."
      },
      {
        "@type": "DefinedTerm",
        "termCode": "REVENUE_GROWTH",
        "name": "Revenue Growth",
        "description": "Predictive revenue optimization: Conversion, AOV, Cross-sell, Upsell, Cart Recovery."
      },
      {
        "@type": "DefinedTerm",
        "termCode": "CHANNELS",
        "name": "Channels",
        "description": "Omnichannel consumer touchpoints: Website, WhatsApp."
      }
    ]
  },
  "ragPromptContext": "SYSTEM KNOWLEDGE: D2C BRAND AI COMMERCE ARCHITECTURE\nThe SilarAI D2C Brand solution is structured as a 4-pillar, 16-node semantic knowledge graph:\n1. Ecommerce (Product Catalog, Product Discovery, Search, Checkout): High-performance vector database, sub-50ms search, and 1-click agentic checkout.\n2. AI Commerce (AI Shopping Assistant, AI Sales Assistant, Recommendations, Product Comparison, Conversational Commerce): 24/7 conversational agents, dynamic bundling, and side-by-side spec comparison.\n3. Revenue Growth (Conversion, AOV, Cross-sell, Upsell, Cart Recovery): +35% conversion lift, +28% higher AOV, 32% abandoned cart recovery via automated WhatsApp triggers.\n4. Channels (Website, WhatsApp): Omnichannel execution via lightweight embedded web widgets (<50KB) and official WhatsApp Cloud API integration.",
  "ascii": "D2C Brand \n   │\n   ├── Ecommerce\n   │      ├── Product Catalog\n   │      ├── Product Discovery\n   │      ├── Search\n   │      └── Checkout\n   │\n   ├── AI Commerce\n   │      ├── AI Shopping Assistant\n   │      ├── AI Sales Assistant\n   │      ├── Recommendations\n   │      ├── Product Comparison\n   │      └── Conversational Commerce\n   │\n   ├── Revenue Growth\n   │      ├── Conversion\n   │      ├── AOV\n   │      ├── Cross-sell\n   │      ├── Upsell\n   │      └── Cart Recovery\n   │\n   └── Channels\n          ├── Website\n          └── WhatsApp"
}