{
  "schemaVersion": 1,
  "id": "landbot-vs-kommunicate",
  "products": [
    "landbot",
    "kommunicate"
  ],
  "conclusion": "Landbot and Kommunicate are closely matched for core workflows. Both support API access, zapier, live chat, ai chatbot, and generative ai agent. Landbot has confirmed free plan, rule-based chatbot, and proactive messages. Price for five agents is 400 for Landbot and 200 for Kommunicate.",
  "decisionPoints": [
    {
      "path": "pricing.freeTier",
      "importance": 9,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed free plan; free plan is not yet confirmed for Kommunicate."
    },
    {
      "path": "vertical.priceForFiveAgents",
      "importance": 9,
      "kind": "value-difference",
      "text": "Price for five agents is 400 for Landbot and 200 for Kommunicate."
    },
    {
      "path": "vertical.ruleBasedChatbot",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed rule-based chatbot; rule-based chatbot is not yet confirmed for Kommunicate."
    },
    {
      "path": "vertical.proactiveMessages",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed proactive messages; proactive messages is not yet confirmed for Kommunicate."
    }
  ],
  "sharedStrengths": [
    {
      "path": "technical.api",
      "label": "API",
      "importance": 8
    },
    {
      "path": "technical.zapier",
      "label": "Zapier",
      "importance": 8
    },
    {
      "path": "vertical.liveChat",
      "label": "Live chat",
      "importance": 7
    },
    {
      "path": "vertical.aiChatbot",
      "label": "AI chatbot",
      "importance": 7
    },
    {
      "path": "vertical.generativeAiAgent",
      "label": "Generative AI agent",
      "importance": 7
    }
  ],
  "coverage": {
    "a": 83,
    "b": 70,
    "gap": 13
  },
  "facts": [
    {
      "path": "vertical.liveChat",
      "label": "Live chat",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-bf226fcb3a17da1c"
        ],
        "evidence": [
          {
            "sourceId": "ingest-bf226fcb3a17da1c",
            "excerpt": "Live Chat Support",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Live Chat",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.aiChatbot",
      "label": "AI chatbot",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "AI Agent & Chatbot Builder for WhatsApp + Website",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Generative AI Chatbot",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.ruleBasedChatbot",
      "label": "Rule-based chatbot",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Combine the intelligence of AI with the control of rule-based chatbots",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.generativeAiAgent",
      "label": "Generative AI agent",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "AI Agent & Chatbot Builder",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Generative AI Chatbot",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.proactiveMessages",
      "label": "Proactive messages",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Engaged proactively with customers to enhance loyalty and retention.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.chatRouting",
      "label": "Chat routing",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Capture, qualify and route inbound leads 24/7",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Chat transferred to Maya",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.sharedInbox",
      "label": "Shared inbox",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-bf226fcb3a17da1c"
        ],
        "evidence": [
          {
            "sourceId": "ingest-bf226fcb3a17da1c",
            "excerpt": "Human takeover (shared inbox)",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.emailInbox",
      "label": "Email inbox",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "AI Email Ticketing",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.whatsapp",
      "label": "WhatsApp",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "WhatsApp Chatbots Automate conversations on the world's most popular chat app.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "WhatsApp",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.facebookMessenger",
      "label": "Facebook Messenger",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-85cb620bc8710600"
        ],
        "evidence": [
          {
            "sourceId": "ingest-85cb620bc8710600",
            "excerpt": "Create chatbots for different channels, like Web, Whatsapp, API and Facebook Messenger",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Facebook",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.instagram",
      "label": "Instagram",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Instagram",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.telegram",
      "label": "Telegram",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Telegram",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.visitorTracking",
      "label": "Visitor tracking",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Landbot native SEO & Tracking tools",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.leadCapture",
      "label": "Lead capture",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Generate leads and improve customer experience on the web.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.chatAutomation",
      "label": "Chat automation",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Automate conversations on the world's most popular chat app.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Automate support with AI agents",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.knowledgeBaseIntegration",
      "label": "Knowledge base integration",
      "group": "Integrations",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Answers are grounded in your knowledge base",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Train your AI agent on your website, help docs or FAQs",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.humanHandoff",
      "label": "Human handoff",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-95a73c7756ef4c3a"
        ],
        "evidence": [
          {
            "sourceId": "ingest-95a73c7756ef4c3a",
            "excerpt": "Can it hand off to a human agent? Yes.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Human handoff",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.cannedResponses",
      "label": "Canned responses",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-6971ccde26280003"
        ],
        "evidence": [
          {
            "sourceId": "ingest-6971ccde26280003",
            "excerpt": "Provide quick solutions to common queries with interactive buttons, quick replies, images and GIFs.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.chatTranscripts",
      "label": "Chat transcripts",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-6971ccde26280003"
        ],
        "evidence": [
          {
            "sourceId": "ingest-6971ccde26280003",
            "excerpt": "drill down into agent performance reports or user chat logs for granular insights.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.mobileApps",
      "label": "Mobile apps",
      "group": "Platforms",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-bc3c0d2c6633990e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-bc3c0d2c6633990e",
            "excerpt": "AI Chatbot for Mobile Apps",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.customBranding",
      "label": "Custom branding",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-bf226fcb3a17da1c"
        ],
        "evidence": [
          {
            "sourceId": "ingest-bf226fcb3a17da1c",
            "excerpt": "No Landbot branding",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.removeVendorBranding",
      "label": "Remove vendor branding",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-bf226fcb3a17da1c"
        ],
        "evidence": [
          {
            "sourceId": "ingest-bf226fcb3a17da1c",
            "excerpt": "No Landbot branding",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-352181cf497e2819"
        ],
        "evidence": [
          {
            "sourceId": "ingest-352181cf497e2819",
            "excerpt": "Remove Kommunicate branding",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.shopifyIntegration",
      "label": "Shopify integration",
      "group": "Integrations",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1dd5d4badf8ea8c9"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1dd5d4badf8ea8c9",
            "excerpt": "Shopify Integrate your chatbot in a Shopify website.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Shopify",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.wordpressIntegration",
      "label": "WordPress integration",
      "group": "Integrations",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1dd5d4badf8ea8c9"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1dd5d4badf8ea8c9",
            "excerpt": "WordPress Integrate your chatbot in a WordPress website.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "WordPress",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "technical.api",
      "label": "API",
      "group": "Technical",
      "importance": 8,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-6838507a48c0d5be"
        ],
        "evidence": [
          {
            "sourceId": "ingest-6838507a48c0d5be",
            "excerpt": "API & SDK Integrations Build, ship and scale conversational experiences to the world.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
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}