{
  "schemaVersion": 1,
  "id": "landbot-vs-proprofs-chat",
  "products": [
    "landbot",
    "proprofs-chat"
  ],
  "conclusion": "Landbot and ProProfs Chat are closely matched for core workflows. Both support free plan, API access, live chat, rule-based chatbot, and generative ai agent. Landbot has confirmed price for five agents of 400, zapier, and ai chatbot. ProProfs Chat has confirmed email inbox.",
  "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 ProProfs Chat."
    },
    {
      "path": "technical.zapier",
      "importance": 8,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed zapier; zapier is not yet confirmed for ProProfs Chat."
    },
    {
      "path": "vertical.aiChatbot",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Landbot has confirmed ai chatbot; ai chatbot is not yet confirmed for ProProfs Chat."
    },
    {
      "path": "vertical.emailInbox",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "ProProfs Chat has confirmed email inbox; email inbox is not yet confirmed for Landbot."
    }
  ],
  "sharedStrengths": [
    {
      "path": "pricing.freeTier",
      "label": "Free plan",
      "importance": 9
    },
    {
      "path": "technical.api",
      "label": "API",
      "importance": 8
    },
    {
      "path": "vertical.liveChat",
      "label": "Live chat",
      "importance": 7
    },
    {
      "path": "vertical.ruleBasedChatbot",
      "label": "Rule-based chatbot",
      "importance": 7
    },
    {
      "path": "vertical.generativeAiAgent",
      "label": "Generative AI agent",
      "importance": 7
    }
  ],
  "coverage": {
    "a": 83,
    "b": 77,
    "gap": 6
  },
  "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Live Chat Software That Will Delight Your Customers",
            "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"
      },
      "proprofs-chat": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-0eb985dd7e53a093"
        ],
        "evidence": [
          {
            "sourceId": "ingest-0eb985dd7e53a093",
            "excerpt": "No-Code Bot Builder Build chatbot conversation flows by dragging and dropping steps on a visual canvas — no coding, no technical team required.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-96361a07e65a07a9"
        ],
        "evidence": [
          {
            "sourceId": "ingest-96361a07e65a07a9",
            "excerpt": "Build AI Customer Service Agents That Resolve Every Customer Issue",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Welcome visitors with chat invitation pop-ups or customized operator greetings to boost 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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Configure chat routing rules in pre-chat form to automatically connect visitors to right departments.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Email Bring all customer support tickets in a shared inbox and track them closely from start to finish.",
            "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
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Email Bring all customer support tickets in a shared inbox and track them closely from start to finish.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Facebook, WhatsApp, Instagram Connect with customers via their favorite social media platforms for seamless and convenient support.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Facebook, WhatsApp, Instagram Connect with customers via their favorite social media platforms for seamless and convenient support.",
            "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
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Facebook, WhatsApp, Instagram Connect with customers via their favorite social media platforms for seamless and convenient support.",
            "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
      },
      "proprofs-chat": {
        "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Monitor visitors on key pages",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Capture visitor details with pre-chat 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"
      },
      "proprofs-chat": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "You can also add self-help articles in chat widget for instant help.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "If the bot can’t answer a question or senses it’s time for a human touch, it transfers the chat seamlessly to one of your live support chat agents in real time.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "Operators can use features, such as canned responses in live support software to offer real-time quality answers.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "Chat transcripts Store conversations with customers as transcripts",
            "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
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-1b06b32d24db56e4"
        ],
        "evidence": [
          {
            "sourceId": "ingest-1b06b32d24db56e4",
            "excerpt": "iPhone & Android Apps Leverage Chat SDK to add live chat to your Android and iOS apps for on-the-go customer support.",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "You can fully customize your chat window , upload your logo, change colors, set personalized greetings, and even white-label the live chat for the website by removing “Powered by ProProfs.”",
            "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"
      },
      "proprofs-chat": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-03d1ab5e3205be1e"
        ],
        "evidence": [
          {
            "sourceId": "ingest-03d1ab5e3205be1e",
            "excerpt": "even white-label the live chat for the website by removing “Powered by ProProfs.”",
            "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"
        ],
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