{
  "schemaVersion": 1,
  "id": "landbot-vs-crisp",
  "products": [
    "landbot",
    "crisp"
  ],
  "conclusion": "Landbot and Crisp 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 and rule-based chatbot. Crisp has confirmed email inbox and 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 Crisp."
    },
    {
      "path": "vertical.ruleBasedChatbot",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed rule-based chatbot; rule-based chatbot is not yet confirmed for Crisp."
    },
    {
      "path": "vertical.emailInbox",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Crisp has confirmed email inbox; email inbox is not yet confirmed for Landbot."
    },
    {
      "path": "vertical.instagram",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Crisp has confirmed instagram; instagram is not yet confirmed for Landbot."
    }
  ],
  "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": 83,
    "gap": 0
  },
  "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "Chat Widget Instantly support leads and customers with a chat widget",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "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"
      },
      "crisp": {
        "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "Hugo Your best AI support agent teammate.",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Proactive chat messages",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Routing rules & Assignment",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "Shared Inbox Centralize all your inbound messages",
            "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
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Shared email inbox Manage all customer emails in one collaborative inbox.",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Receive and reply to WhatsApp Business messages in your Crisp inbox.",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Receive and reply to Facebook Messenger messages straight in your Crisp Inbox.",
            "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
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Reply to your Instagram Direct Messages and stories from Crisp dashboard.",
            "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
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Receive and reply to Telegram messages straight in your Crisp Inbox.",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "See all your active website visitors in real time and start conversations. Live Geolocation map",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Contact form",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "Automations Craft tailor-made automated internal workflows",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-91e10431c3b9b677"
        ],
        "evidence": [
          {
            "sourceId": "ingest-91e10431c3b9b677",
            "excerpt": "Knowledge Base Let your users search for answers themselves",
            "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"
      },
      "crisp": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Canned responses",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Conversation transcript",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.mobileApps",
      "label": "Mobile apps",
      "group": "Platforms",
      "importance": 7,
      "includeInCoverage": true,
      "landbot": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "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"
      },
      "crisp": {
        "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Get rid of the Crisp watermark 'We run on Crisp'. White labelling",
            "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"
      },
      "crisp": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-d3779d0783a568c4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-d3779d0783a568c4",
            "excerpt": "Sync e-commerce data with your Crisp Inbox to benefit from dedicated features. Shopify",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "vertical.wordpressIntegration",
      "label": "WordPress integration",
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