{
  "schemaVersion": 1,
  "id": "chatfuel-vs-kommunicate",
  "products": [
    "chatfuel",
    "kommunicate"
  ],
  "conclusion": "Chatfuel and Kommunicate are closely matched for core workflows. Both support API access, zapier, live chat, ai chatbot, and generative ai agent. Chatfuel has confirmed free plan, rule-based chatbot, and proactive messages. Kommunicate has confirmed price for five agents of 200.",
  "decisionPoints": [
    {
      "path": "pricing.freeTier",
      "importance": 9,
      "kind": "evidence-gap",
      "text": "Chatfuel has confirmed free plan; free plan is not yet confirmed for Kommunicate."
    },
    {
      "path": "vertical.priceForFiveAgents",
      "importance": 9,
      "kind": "evidence-gap",
      "text": "Kommunicate has confirmed price for five agents of 200; price for five agents is not yet confirmed for Chatfuel."
    },
    {
      "path": "vertical.ruleBasedChatbot",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Chatfuel has confirmed rule-based chatbot; rule-based chatbot is not yet confirmed for Kommunicate."
    },
    {
      "path": "vertical.proactiveMessages",
      "importance": 7,
      "kind": "evidence-gap",
      "text": "Chatfuel 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": 70,
    "b": 70,
    "gap": 0
  },
  "facts": [
    {
      "path": "vertical.liveChat",
      "label": "Live chat",
      "group": "Features",
      "importance": 7,
      "includeInCoverage": true,
      "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"
      },
      "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI sales manager",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Automated replies and flow builder",
            "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,
      "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"
      },
      "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Broadcasts and re-engagement",
            "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,
      "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"
      },
      "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Shared inbox for customer conversations",
            "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,
      "chatfuel": {
        "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "WhatsApp Business Solution Provider",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Instagram, Facebook and WhatsApp automations",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Instagram, Facebook and WhatsApp automations",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "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,
      "chatfuel": {
        "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Lead scoring & routing",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Funnels for lead qualification",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI-powered automations",
            "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "AI 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,
      "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"
      },
      "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Niche-ready scripts",
            "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,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.mobileApps",
      "label": "Mobile apps",
      "group": "Platforms",
      "importance": 7,
      "includeInCoverage": true,
      "chatfuel": {
        "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Custom 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,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "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,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "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,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "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,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "You can connect tools like Google Sheets, Zapier, Stripe and Chatfuel API.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-352181cf497e2819"
        ],
        "evidence": [
          {
            "sourceId": "ingest-352181cf497e2819",
            "excerpt": "API & Webhooks access",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "technical.webhooks",
      "label": "Webhooks",
      "group": "Technical",
      "importance": 7,
      "includeInCoverage": true,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-352181cf497e2819"
        ],
        "evidence": [
          {
            "sourceId": "ingest-352181cf497e2819",
            "excerpt": "API & Webhooks access",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "technical.zapier",
      "label": "Zapier",
      "group": "Technical",
      "importance": 8,
      "includeInCoverage": true,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "You can connect tools like Google Sheets, Zapier, Stripe and Chatfuel API.",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-352181cf497e2819"
        ],
        "evidence": [
          {
            "sourceId": "ingest-352181cf497e2819",
            "excerpt": "Zapier integrations",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "pricing.freeTier",
      "label": "Free plan",
      "group": "Pricing",
      "importance": 9,
      "includeInCoverage": true,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-11ef8cbe42b61144"
        ],
        "evidence": [
          {
            "sourceId": "ingest-11ef8cbe42b61144",
            "excerpt": "Free No credit card required",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      }
    },
    {
      "path": "vertical.priceForFiveAgents",
      "label": "Price for five agents",
      "group": "Pricing",
      "importance": 9,
      "includeInCoverage": true,
      "chatfuel": {
        "value": null,
        "status": "unknown",
        "sourceIds": [],
        "evidence": [],
        "verifiedAt": null
      },
      "kommunicate": {
        "value": 200,
        "status": "verified",
        "sourceIds": [
          "ingest-352181cf497e2819"
        ],
        "evidence": [
          {
            "sourceId": "ingest-352181cf497e2819",
            "excerpt": "2 AI agents included (add extra for $30/mo)",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    },
    {
      "path": "commercial.affiliateProgramme",
      "label": "Affiliate programme",
      "group": "Commercial",
      "importance": 3,
      "includeInCoverage": true,
      "chatfuel": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-cc5770f66a2bdf13"
        ],
        "evidence": [
          {
            "sourceId": "ingest-cc5770f66a2bdf13",
            "excerpt": "Affiliate Program",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      },
      "kommunicate": {
        "value": true,
        "status": "verified",
        "sourceIds": [
          "ingest-585283b3c1ed5fa5"
        ],
        "evidence": [
          {
            "sourceId": "ingest-585283b3c1ed5fa5",
            "excerpt": "Affiliate Program",
            "supports": "positive"
          }
        ],
        "verifiedAt": "2026-09-04"
      }
    }
  ],
  "sources": {
    "chatfuel": [
      {
        "id": "ingest-11ef8cbe42b61144",
        "url": "https://chatfuel.com/pricing",
        "title": "Chatfuel | Pricing",
        "publisher": "Chatfuel",
        "kind": "vendor",
        "accessedAt": "2026-09-04"
      },
      {
        "id": "ingest-cc5770f66a2bdf13",
        "url": "https://chatfuel.com/",
        "title": "Chatfuel | The System that Proves Which Lead Became a Sale",
        "publisher": "Chatfuel",
        "kind": "vendor",
        "accessedAt": "2026-09-04"
      }
    ],
    "kommunicate": [
      {
        "id": "ingest-352181cf497e2819",
        "url": "https://www.kommunicate.io/pricing/",
        "title": "Kommunicate Pricing – Flexible Plans for Support Automation",
        "publisher": "Kommunicate",
        "kind": "vendor",
        "accessedAt": "2026-09-04"
      },
      {
        "id": "ingest-585283b3c1ed5fa5",
        "url": "https://www.kommunicate.io/",
        "title": "AI-Powered Customer Service Automation Platform | Kommunicate",
        "publisher": "Kommunicate",
        "kind": "vendor",
        "accessedAt": "2026-09-04"
      },
      {
        "id": "ingest-bc3c0d2c6633990e",
        "url": "https://www.kommunicate.io/integration/mobile-application-chatbot/",
        "title": "AI Chatbot SDK for Mobile Apps | Android & iOS Integration | Kommunicate",
        "publisher": "Kommunicate",
        "kind": "vendor",
        "accessedAt": "2026-09-04"
      }
    ]
  }
}