{
  "schemaVersion": 1,
  "id": "landbot-vs-chatfuel",
  "products": [
    "landbot",
    "chatfuel"
  ],
  "conclusion": "Landbot and Chatfuel are closely matched for core workflows. Both support free plan, API access, zapier, live chat, and ai chatbot. Landbot has confirmed price for five agents of 400, chat transcripts, and remove vendor branding. Chatfuel has confirmed instagram.",
  "decisionPoints": [
    {
      "path": "vertical.priceForFiveAgents",
      "importance": 9,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed price for five agents of 400; price for five agents is not yet confirmed for Chatfuel."
    },
    {
      "path": "vertical.instagram",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Chatfuel has confirmed instagram; instagram is not yet confirmed for Landbot."
    },
    {
      "path": "vertical.chatTranscripts",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed chat transcripts; chat transcripts is not yet confirmed for Chatfuel."
    },
    {
      "path": "vertical.removeVendorBranding",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed remove vendor branding; remove vendor branding is not yet confirmed for Chatfuel."
    }
  ],
  "sharedStrengths": [
    {
      "path": "pricing.freeTier",
      "label": "Free plan",
      "importance": 9
    },
    {
      "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
    }
  ],
  "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Your team can handle live conversations and follow up when automation needs a human.",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI sales manager",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Automated replies and flow builder",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "The only AI that actually qualifies your leads",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Broadcasts and re-engagement",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Every reply, tagged and routed automatically",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Shared inbox for customer conversations",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.emailInbox",
      "label": "Email inbox",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "WhatsApp Business Solution Provider",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Instagram, Facebook and WhatsApp automations",
            "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
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Instagram, Facebook and WhatsApp automations",
            "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
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Lead scoring & routing",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Funnels for lead qualification",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI-powered automations",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI knowledge base",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Your team can handle live conversations and follow up when automation needs a human.",
            "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Niche-ready scripts",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "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
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Custom branding",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "technical.api",
      "label": "API",
      "group": "Technical",
      "importance": 8,
      "includeInCoverage": true,
      "landbot": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-6838507a48c0d5be"
        ],
        "evidence": [
          {
            "sourceId": "ingest-6838507a48c0d5be",
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}