{
  "apiVersion": "v1",
  "topic": {
    "id": "ai-support-resolution",
    "title": "How much customer support does AI resolve?",
    "summary": "Shares and volumes of customer conversations AI handles, and what each organization means by resolved.",
    "group": "Customer support",
    "aliases": [
      "resolution rate",
      "deflection",
      "chatbot",
      "customer service"
    ]
  },
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      "id": "airbnb-nearly-45-issues-start-ai-assistant-now-2026",
      "text": "Nearly 45% of issues that start with our AI assistant are now resolved without a human agent while delivering much faster resolution times.",
      "speaker": "Brian Chesky",
      "role": "Co-founder and Chief Executive Officer",
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2026-08-06",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/ABNB-2Q26-transcript"
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        {
          "metric": "support-ai-resolution-share",
          "value": 0.45,
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          "period": "Q2 2026",
          "definition": "issues started with the AI assistant resolved without a human agent",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-nearly-45-issues-start-ai-assistant-now-2026"
    },
    {
      "id": "hubspot-customer-agent-now-resolves-72-support-tickets-2026",
      "text": "Customer agent now resolves 72% of support tickets without human escalation.",
      "speaker": null,
      "role": null,
      "organization": "HubSpot",
      "aiVendor": true,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2026-08",
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        "url": "https://transcripts.platformaeronaut.com/transcripts/HUBS-2Q26-transcript"
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      },
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        "ai-support-resolution",
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      ],
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        {
          "metric": "support-ai-resolution-share",
          "value": 0.72,
          "unit": "share",
          "period": "as of Q2 2026 call",
          "definition": "support tickets resolved by HubSpot's Customer Agent without human escalation",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/hubspot-customer-agent-now-resolves-72-support-tickets-2026"
    },
    {
      "id": "natwest-7-1-million-conversations-handled-digital-assistant-2026",
      "text": "7.1 million conversations handled by our digital assistant Cora in H1 2026, of which 3.8 million were fulfilled entirely digitally, up by 23% compared with H1 2025.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
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        "title": "NatWest Group results announcement (the company's own regulatory results report)",
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        "date": "2026-07-31",
        "publisher": "NatWest Group results announcement (the company's own regulatory results report)",
        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/results-center/31072026/nwg-h1-2026-results.pdf"
      },
      "grade": "A",
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        "ai-support-resolution"
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        {
          "metric": "support-ai-volume",
          "value": 7100000,
          "unit": "count",
          "period": "H1 2026",
          "definition": "'Conversations handled by our digital assistant Cora'; the document does not define 'conversation'.",
          "level": "unclear"
        },
        {
          "metric": "support-ai-volume",
          "value": 3800000,
          "unit": "count",
          "period": "H1 2026",
          "definition": "'Fulfilled entirely digitally': the part of Cora's conversations that needed no person; not defined further.",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-7-1-million-conversations-handled-digital-assistant-2026"
    },
    {
      "id": "airbnb-when-guests-contact-us-through-ai-aid-2026",
      "text": "when guests contact us through our AI aid assistant, over 40% of issues are now resolved without a human agent.",
      "speaker": "Brian Chesky",
      "role": "Co-founder and Chief Executive Officer",
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
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        "date": "2026-05-07",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/ABNB-1Q26-transcript"
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        {
          "metric": "support-ai-resolution-share",
          "value": 0.4,
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          "period": "Q1 2026",
          "definition": "issues started with the AI assistant resolved without a human agent",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-when-guests-contact-us-through-ai-aid-2026"
    },
    {
      "id": "klarna-ai-assistant-handled-80-customer-service-chats-2026",
      "text": "Our AI assistant has handled 80% of customer service chats in the year ended December 31, 2025 (according to our service chat log data)",
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      "role": null,
      "organization": "Klarna",
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        "title": "SEC filing (the company's own regulatory report), furnished on Form 6-K",
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        "date": "2026-02-26",
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        {
          "metric": "support-ai-resolution-share",
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          "period": "year ended 2025-12-31",
          "definition": "share of customer service chats handled by the Klarna AI assistant (service chat log data)",
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        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-ai-assistant-handled-80-customer-service-chats-2026"
    },
    {
      "id": "klarna-since-launch-ai-assistant-had-31-million-2026",
      "text": "Since launch, our AI assistant has had 31 million conversations, handling 80% of customer service chats in the year ended December 31, 2025",
      "speaker": null,
      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
        "title": "SEC filing (the company's own regulatory report)",
        "type": "filing",
        "date": "2026-02-26",
        "publisher": "SEC filing (the company's own regulatory report)",
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        {
          "metric": "support-ai-volume",
          "value": 31000000,
          "unit": "count",
          "period": "cumulative since launch (February 2024), to 2025-12-31",
          "definition": "conversations",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-since-launch-ai-assistant-had-31-million-2026"
    },
    {
      "id": "airbnb-nearly-30-tickets-north-america-english-based-2026",
      "text": "nearly 30% of tickets in North America that are English-based are handled by an AI agent",
      "speaker": "Brian Chesky",
      "role": "Co-founder and Chief Executive Officer",
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2026-02-12",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/ABNB-4Q25-transcript"
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      "grade": "A",
      "verification": {
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      "figures": [
        {
          "metric": "support-ai-resolution-share",
          "value": 0.3,
          "unit": "share",
          "period": "Q4 2025",
          "definition": "tickets in North America in English handled by an AI agent; 'handled' is not defined as resolved",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-nearly-30-tickets-north-america-english-based-2026"
    },
    {
      "id": "klarna-ai-assistant-had-25-3-million-conversations-2025",
      "text": "our AI assistant has had 25.3 million conversations, solving 69% of customer service chats in the last twelve months ended June 30, 2025",
      "speaker": null,
      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
        "title": "SEC filing (the company's own regulatory report)",
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        "date": "2025-09-08",
        "publisher": "SEC filing (the company's own regulatory report)",
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        {
          "metric": "support-ai-volume",
          "value": 25300000,
          "unit": "count",
          "period": "cumulative since launch, to 2025-06-30",
          "definition": "conversations",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-ai-assistant-had-25-3-million-conversations-2025"
    },
    {
      "id": "klarna-ai-assistant-handled-69-customer-service-chats-2025",
      "text": "Our AI assistant handled 69% of customer service chats in the last twelve months ended June 30, 2025, according to our service chat log data",
      "speaker": null,
      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
        "title": "SEC filing (the company's own regulatory report)",
        "type": "filing",
        "date": "2025-09-08",
        "publisher": "SEC filing (the company's own regulatory report)",
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        "reviewedOn": "2026-10-31"
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          "metric": "support-ai-resolution-share",
          "value": 0.69,
          "unit": "share",
          "period": "last twelve months ended 2025-06-30",
          "definition": "share of customer service chats handled/solved by the AI assistant",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-ai-assistant-handled-69-customer-service-chats-2025"
    },
    {
      "id": "intercom-resolution-type-outcome-counted-when-following-fins-2026",
      "text": "A resolution is a type of outcome that is counted when, following Fin's last answer in a conversation, the customer either confirms the answer was satisfactory (confirmed resolution), or exits the conversation without requesting further assistance (assumed resolution).",
      "speaker": null,
      "role": null,
      "organization": "Intercom (renamed Fin in May 2026)",
      "aiVendor": true,
      "work": {
        "title": "Intercom help center (the company's own documentation)",
        "type": "post",
        "date": "2026-10-29",
        "publisher": "Intercom help center (the company's own documentation)",
        "url": "https://www.intercom.com/help/en/articles/8205718-fin-resolutions"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-30"
      },
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        "ai-support-resolution"
      ],
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      "context": null,
      "url": "https://the-ai-record.com/passages/intercom-resolution-type-outcome-counted-when-following-fins-2026"
    },
    {
      "id": "natwest-2025-cora-handled-12-9m-retail-banking-2026",
      "text": "In 2025, Cora handled 12.9m retail banking customer conversations, 50% of which needed no human intervention.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group website (the company's own sustainability page)",
        "type": "post",
        "date": "2026-10-29",
        "publisher": "NatWest Group website (the company's own sustainability page)",
        "url": "https://www.natwestgroup.com/sustainability/society/innovation-and-digitisation.html"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-30"
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      "topics": [
        "ai-support-resolution"
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      "functions": [
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        {
          "metric": "support-ai-volume",
          "value": 12900000,
          "unit": "count",
          "period": "FY2025",
          "definition": "'Retail banking customer conversations' handled by Cora.",
          "level": "unclear"
        },
        {
          "metric": "support-ai-resolution-share",
          "value": 0.5,
          "unit": "share",
          "period": "FY2025",
          "definition": "'Needed no human intervention'.",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-2025-cora-handled-12-9m-retail-banking-2026"
    },
    {
      "id": "intercom-fin-industry-leading-resolution-rates-averaging-76-2026",
      "text": "Fin has industry leading resolution rates, averaging 76% across 12,000+ customers, with many seeing over 85%.",
      "speaker": null,
      "role": null,
      "organization": "Intercom (renamed Fin in May 2026)",
      "aiVendor": true,
      "work": {
        "title": "Intercom (own site)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Intercom (own site)",
        "url": "https://www.intercom.com/"
      },
      "grade": "B",
      "verification": {
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        "reviewedOn": "2026-10-31"
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        {
          "metric": "support-ai-resolution-share",
          "value": 0.76,
          "unit": "share",
          "period": "average across customers, as of 2026-10 (page undated)",
          "definition": "average Fin resolution rate across customers",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/intercom-fin-industry-leading-resolution-rates-averaging-76-2026"
    },
    {
      "id": "salesforce-agentforce-help-now-surpassed-five-million-customer-2026",
      "text": "Agentforce on Help has now surpassed five million customer conversations, resolving more than 63% of them instantly.",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-support-resolution"
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        {
          "metric": "support-ai-resolution-share",
          "value": 0.63,
          "unit": "share",
          "period": "cumulative since launch, as of 2026-10",
          "definition": "Conversations on Salesforce Help resolved by Agentforce (\"instantly\")",
          "level": "human-out"
        },
        {
          "metric": "support-ai-volume",
          "value": 5000000,
          "unit": "count",
          "period": "cumulative since launch, as of 2026-10",
          "definition": "Customer conversations handled by Agentforce on the Salesforce Help site",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-agentforce-help-now-surpassed-five-million-customer-2026"
    },
    {
      "id": "natwest-2025-cora-handled-12-9-million-conversations-2026",
      "text": "In 2025, Cora handled 12.9 million conversations, with 50% of these interactions requiring no human intervention from our teams",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group annual report, strategic report (the company's own annual publication)",
        "type": "post",
        "date": "2026-02",
        "publisher": "NatWest Group annual report, strategic report (the company's own annual publication)",
        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/annual-reports/ar-2025/strategic-report-2025.pdf"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
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      "functions": [
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      "figures": [
        {
          "metric": "support-ai-volume",
          "value": 12900000,
          "unit": "count",
          "period": "FY2025",
          "definition": "'Conversations' handled by Cora across mobile, online and telephony banking (over 100 topics); the page's own sentence.",
          "level": "unclear"
        },
        {
          "metric": "support-ai-resolution-share",
          "value": 0.5,
          "unit": "share",
          "period": "FY2025",
          "definition": "'Requiring no human intervention from our teams' (strategic report); 'needed no human intervention' (sustainability page). Never called 'resolved' in the report text for this 50%.",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-2025-cora-handled-12-9-million-conversations-2026"
    },
    {
      "id": "zendesk-each-quarter-resolve-over-60-000-support-2025",
      "text": "Each quarter, we resolve over 60,000 support requests with AI agents that carry out full workflows, execute backend actions, and adapt in real time to what our customers need.",
      "speaker": "Austin Lacey",
      "role": "Director, Chatbots, AI & Automation",
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk blog (the company's own, signed by a Zendesk director)",
        "type": "post",
        "date": "2025-07-23",
        "publisher": "Zendesk blog (the company's own, signed by a Zendesk director)",
        "url": "https://www.zendesk.com/blog/zendesk-insights/expertise/how-zendesk-uses-agentic-ai-to-deliver-instant-human-like-support-at-scale/"
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        {
          "metric": "support-ai-volume",
          "value": 60000,
          "unit": "count",
          "period": "per quarter",
          "definition": "Support requests Zendesk says its AI agents resolve ('60,000+ total service requests automated per quarter' in the results list).",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-each-quarter-resolve-over-60-000-support-2025"
    },
    {
      "id": "zendesk-2024-21-percent-requests-were-fully-automated-2025",
      "text": "In 2024, 21 percent of requests were fully automated and resolved without any agent intervention",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk customer story (the vendor writing about its own customer)",
        "type": "post",
        "date": "2025-06-30",
        "publisher": "Zendesk customer story (the vendor writing about its own customer)",
        "url": "https://www.zendesk.com/customer/zeal/"
      },
      "grade": "B",
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          "metric": "support-ai-resolution-share",
          "value": 0.21,
          "unit": "share",
          "period": "2024",
          "definition": "Requests fully automated and resolved without any agent intervention.",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-2024-21-percent-requests-were-fully-automated-2025"
    },
    {
      "id": "natwest-2024-cora-ai-virtual-assistant-handled-11-2025",
      "text": "In 2024, Cora, our AI virtual assistant, handled 11.2 millionLA Retail Banking conversations, almost half of which required no human input.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group annual report, strategic report (the company's own annual publication)",
        "type": "post",
        "date": "2025-02",
        "publisher": "NatWest Group annual report, strategic report (the company's own annual publication)",
        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/annual-reports/ar-2024/strategic-report-2024.pdf"
      },
      "grade": "B",
      "verification": {
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          "definition": "Retail Banking conversations handled by Cora; marked 'LA' (limited assurance by EY).",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-2024-cora-ai-virtual-assistant-handled-11-2025"
    },
    {
      "id": "natwest-2023-cora-ai-virtual-assistant-handled-10-2024",
      "text": "In 2023, Cora, our AI virtual assistant, handled 10.8 million(*) Retail Banking conversations, almost half of which required no human input.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group annual report, strategic report (the company's own annual publication)",
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        "publisher": "NatWest Group annual report, strategic report (the company's own annual publication)",
        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/annual-reports/ar-2023/strategic-report-2023.pdf"
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      "grade": "B",
      "verification": {
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          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-2023-cora-ai-virtual-assistant-handled-10-2024"
    },
    {
      "id": "natwest-cora-fully-supported-49-customer-queries-through-2024",
      "text": "Cora, fully supported 49% of customer queries through 10.8 million(*) conversations handled without colleague intervention.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
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        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/annual-reports/ar-2023/strategic-report-2023.pdf"
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        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-cora-fully-supported-49-customer-queries-through-2024"
    },
    {
      "id": "airbnb-so-while-solve-50-tickets-were-actually-2026",
      "text": "So while we solve 50% of the tickets, we're actually deliberate about the tickets we don't choose to solve yet [with agents].",
      "speaker": "Ahmad Al-Dahle",
      "role": "Chief Technology Officer",
      "organization": "Airbnb",
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      "work": {
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          "unit": "share",
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          "definition": "support tickets solved by AI agents (reporter: 'resolved purely by AI')",
          "level": "human-out"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-so-while-solve-50-tickets-were-actually-2026"
    },
    {
      "id": "airbnb-customer-support-related-cost-per-booking-declined-2026",
      "text": "our customer support related cost per booking declined approximately 16% year-over-year",
      "speaker": null,
      "role": null,
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
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        "publisher": "SEC filing (8-K exhibit: the company's own shareholder letter)",
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      "topics": [
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      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-customer-support-related-cost-per-booking-declined-2026"
    },
    {
      "id": "natwest-new-ai-capabilities-enabled-quicker-responses-customer-2026",
      "text": "New AI capabilities enabled quicker responses to customer complaints, saving around 90,000 hours per annum through automated summarisation and AI-generated complaint responses.",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group results announcement (the company's own regulatory results report)",
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        "date": "2026-02-13",
        "publisher": "NatWest Group results announcement (the company's own regulatory results report)",
        "url": "https://investors.natwestgroup.com/~/media/Files/R/RBS-IR-V2/results-center/13022026/nwg-company-announcement.pdf"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/natwest-new-ai-capabilities-enabled-quicker-responses-customer-2026"
    },
    {
      "id": "klarna-ai-assistant-handled-69-customer-service-chats-2025-2",
      "text": "Our AI assistant handled 69% of customer service chats in the last twelve months ended June 30, 2025",
      "speaker": null,
      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
        "title": "SEC filing (the company's own regulatory report)",
        "type": "filing",
        "date": "2025-09-08",
        "publisher": "SEC filing (the company's own regulatory report)",
        "url": "https://www.sec.gov/Archives/edgar/data/2003292/000200329225000036/klarnagroupplcf-1a4.htm"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-ai-assistant-handled-69-customer-service-chats-2025-2"
    },
    {
      "id": "klarna-estimate-ai-assistant-does-equivalent-work-over-2025",
      "text": "We estimate that our AI assistant does the equivalent work of over 700 full-time agents",
      "speaker": null,
      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
        "title": "SEC filing (the company's own regulatory report)",
        "type": "filing",
        "date": "2025-09-08",
        "publisher": "SEC filing (the company's own regulatory report)",
        "url": "https://www.sec.gov/Archives/edgar/data/2003292/000200329225000036/klarnagroupplcf-1a4.htm"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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        "ai-support-resolution"
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      "functions": [
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      "figures": [
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          "metric": "equivalent-headcount",
          "value": 700,
          "unit": "people",
          "period": "2024 workload",
          "definition": "equivalent work of full-time agents, estimated from the average monthly reduction in chat and telephone conversations handled by agents in 2024",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/klarna-estimate-ai-assistant-does-equivalent-work-over-2025"
    },
    {
      "id": "intercom-currently-2-million-weekly-resolutions-growing-fast-2026",
      "text": "Currently at 2 million weekly resolutions and growing fast",
      "speaker": null,
      "role": null,
      "organization": "Intercom (renamed Fin in May 2026)",
      "aiVendor": true,
      "work": {
        "title": "Fin website (Intercom's rebranded own site)",
        "type": "post",
        "date": "2026-10-29",
        "publisher": "Fin website (Intercom's rebranded own site)",
        "url": "https://fin.ai/"
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      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-30"
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      "topics": [
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      ],
      "functions": [
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      "figures": [
        {
          "metric": "support-ai-volume",
          "value": 2000000,
          "unit": "count",
          "period": "per week, page undated (fetched 2026-10-29)",
          "definition": "'Resolutions' as Intercom bills them; Per Intercom's help article on Fin resolutions (not this page): a resolution is counted when, after Fin's last answer, the customer confirms the answer was satisfactory (confirmed) or exits without requesting further assistance (assumed). This page does not define it.",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/intercom-currently-2-million-weekly-resolutions-growing-fast-2026"
    },
    {
      "id": "intercom-weve-been-seeing-around-560-000-resolutions-2026",
      "text": "We've been seeing around 560,000 resolutions a month with Fin, at about a 79% resolution rate,",
      "speaker": "Isabel Larrow",
      "role": "Head of AI Support (title as shown on Intercom's homepage)",
      "organization": "Intercom (renamed Fin in May 2026)",
      "aiVendor": true,
      "work": {
        "title": "Intercom website (the vendor's own homepage, quoting a customer)",
        "type": "post",
        "date": "2026-10-29",
        "publisher": "Intercom website (the vendor's own homepage, quoting a customer)",
        "url": "https://www.intercom.com/"
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      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      "functions": [
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      "figures": [
        {
          "metric": "support-ai-resolution-share",
          "value": 0.79,
          "unit": "share",
          "period": "monthly, page undated (fetched 2026-10-29)",
          "definition": "Resolution rate not defined in the quote; Per Intercom's help article on Fin resolutions (not this page): a resolution is counted when, after Fin's last answer, the customer confirms the answer was satisfactory (confirmed) or exits without requesting further assistance (assumed). This page does not define it.",
          "level": "unclear"
        },
        {
          "metric": "support-ai-volume",
          "value": 560000,
          "unit": "count",
          "period": "per month, page undated (fetched 2026-10-29)",
          "definition": "'Resolutions'; Per Intercom's help article on Fin resolutions (not this page): a resolution is counted when, after Fin's last answer, the customer confirms the answer was satisfactory (confirmed) or exits without requesting further assistance (assumed). This page does not define it.",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/intercom-weve-been-seeing-around-560-000-resolutions-2026"
    },
    {
      "id": "zendesk-conversations-dont-pass-verification-considered-contained-resolution-2026",
      "text": "Conversations that don’t pass this verification are considered a Contained resolution.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk help center (the company's own documentation)",
        "type": "post",
        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/9570369117338-About-automated-resolution-tiers"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-30"
      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
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      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-conversations-dont-pass-verification-considered-contained-resolution-2026"
    },
    {
      "id": "zendesk-conversations-pass-verification-considered-verified-resolution-2026",
      "text": "Conversations that pass this verification are considered a Verified resolution.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk help center (the company's own documentation)",
        "type": "post",
        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/9570369117338-About-automated-resolution-tiers"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
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      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-conversations-pass-verification-considered-verified-resolution-2026"
    },
    {
      "id": "zendesk-only-conversations-were-not-escalated-evaluated-automated-2026",
      "text": "Only conversations that were not escalated are evaluated for automated resolutions.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk help center (the company's own documentation)",
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        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/5352026794010-About-the-automated-resolutions-platform-prior-to-resolution-tiers"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "autonomy-and-oversight",
        "ai-support-resolution"
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      "functions": [
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      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-only-conversations-were-not-escalated-evaluated-automated-2026"
    },
    {
      "id": "zendesk-paying-per-automated-resolution-means-you-pay-2026",
      "text": "Paying per automated resolution means you pay only for customer requests that were successfully resolved by an AI agent, without any escalation to a human agent.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk help center (the company's own documentation)",
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        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/9570369117338-About-automated-resolution-tiers"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-30"
      },
      "topics": [
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      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-paying-per-automated-resolution-means-you-pay-2026"
    },
    {
      "id": "zendesk-system-flags-interaction-automated-resolution-because-live-2026",
      "text": "The system flags the interaction as an automated resolution because the live conversation ended with the AI agent rather than a human representative.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk help center (the company's own documentation)",
        "type": "post",
        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/11148708255770-A-conversation-displays-an-automated-resolution-but-it-was-escalated-to-an-agent"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-system-flags-interaction-automated-resolution-because-live-2026"
    },
    {
      "id": "bank-of-america-clients-now-interact-erica-nearly-200-million-2026",
      "text": "Clients now interact with Erica nearly 200 million times per quarter.",
      "speaker": null,
      "role": null,
      "organization": "Bank of America",
      "aiVendor": false,
      "work": {
        "title": "Bank of America newsroom (the company's own press site)",
        "type": "post",
        "date": "2026-10-14",
        "publisher": "Bank of America newsroom (the company's own press site)",
        "url": "https://newsroom.bankofamerica.com/content/newsroom/company-overview/bank-of-america-fast-facts.html"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-11-01"
      },
      "topics": [
        "ai-support-resolution"
      ],
      "functions": [
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      ],
      "figures": [
        {
          "metric": "support-ai-volume",
          "value": 200000000,
          "unit": "count",
          "period": "per quarter, as of 2026-10-14",
          "definition": "client interactions with Erica per quarter",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/bank-of-america-clients-now-interact-erica-nearly-200-million-2026"
    },
    {
      "id": "bank-of-america-surpassed-3-8-billion-client-interactions-since-2026",
      "text": "has surpassed 3.8 billion client interactions since its 2018 launch.",
      "speaker": null,
      "role": null,
      "organization": "Bank of America",
      "aiVendor": false,
      "work": {
        "title": "Bank of America newsroom (the company's own press site)",
        "type": "post",
        "date": "2026-10-14",
        "publisher": "Bank of America newsroom (the company's own press site)",
        "url": "https://newsroom.bankofamerica.com/content/newsroom/company-overview/bank-of-america-fast-facts.html"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-11-01"
      },
      "topics": [
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      ],
      "functions": [
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      ],
      "figures": [
        {
          "metric": "support-ai-volume",
          "value": 3800000000,
          "unit": "count",
          "period": "cumulative since 2018 launch, as of 2026-10-14",
          "definition": "client interactions since launch",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/bank-of-america-surpassed-3-8-billion-client-interactions-since-2026"
    },
    {
      "id": "zendesk-94-automated-resolution-during-tax-season-72-2026",
      "text": "94% Automated resolution (during tax season) 72% Verified resolution (during tax season)",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk customer story (the vendor writing about its own customer)",
        "type": "post",
        "date": "2026-10-08",
        "publisher": "Zendesk customer story (the vendor writing about its own customer)",
        "url": "https://www.zendesk.com/customer/liberty-tax/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
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      ],
      "figures": [
        {
          "metric": "support-ai-resolution-share",
          "value": 0.94,
          "unit": "share",
          "period": "tax season (2026 story)",
          "definition": "Automated resolution, as labelled on the page; the page also gives a lower 'verified resolution' figure.",
          "level": "unclear"
        },
        {
          "metric": "support-ai-resolution-share",
          "value": 0.72,
          "unit": "share",
          "period": "tax season (2026 story)",
          "definition": "Verified resolution, as labelled on the page (Zendesk's LLM-checked tier).",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-94-automated-resolution-during-tax-season-72-2026"
    },
    {
      "id": "salesforce-5-decline-case-volume-12-fewer-cases-2026",
      "text": "a 5% decline in case volume —and 12% fewer cases than forecasted—even while product adoption grew",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site, webinar listing)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site, webinar listing)",
        "url": "https://www.salesforce.com/events/webinars/how-salesforce-uses-agentforce-to-transform-support-handoffs/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "adoption-and-usage",
        "ai-support-resolution"
      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-5-decline-case-volume-12-fewer-cases-2026"
    },
    {
      "id": "salesforce-achieved-4-6-csat-rating-74-resolution-2026",
      "text": "we achieved a 4.6 CSAT rating and a 74% resolution rate by empowering AI agents and humans to work as one unified team",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site, webinar listing)",
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        "publisher": "Salesforce (own site, webinar listing)",
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    {
      "id": "stripe-stripes-user-facing-ai-agent-holds-100k-2026",
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    {
      "id": "bank-of-america-summarize-why-client-calling-pull-together-relevant-2026",
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    {
      "id": "uber-support-workflow-creation-9-000-manual-workflows-2026",
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      "url": "https://the-ai-record.com/passages/uber-support-workflow-creation-9-000-manual-workflows-2026"
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    {
      "id": "zendesk-had-initial-goal-about-30-35-percent-2026",
      "text": "We had an initial goal of about 30 to 35 percent automated resolutions when we first launched. We went up to 60 percent within the first two weeks—and then we had peaks of 85 percent.",
      "speaker": "Luca Giaccardi",
      "role": "Senior Operations Excellence, E-Commerce",
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      "url": "https://the-ai-record.com/passages/zendesk-had-initial-goal-about-30-35-percent-2026"
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    {
      "id": "vercel-automates-91-support-tickets-saves-5-000-2026",
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      "organization": "Vercel",
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      "url": "https://the-ai-record.com/passages/vercel-automates-91-support-tickets-saves-5-000-2026"
    },
    {
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      "organization": "Vercel",
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    },
    {
      "id": "zendesk-spam-routine-exchanges-excluded-2026",
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    {
      "id": "zendesk-67-automated-resolution-rate-86-ai-understood-2026",
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      "role": null,
      "organization": "Zendesk",
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      "work": {
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        "publisher": "Zendesk customer story (the vendor writing about its own customer)",
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      ],
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      "url": "https://the-ai-record.com/passages/zendesk-67-automated-resolution-rate-86-ai-understood-2026"
    },
    {
      "id": "zendesk-zendesk-expects-ai-manage-more-customer-service-2026",
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    {
      "id": "bank-of-america-last-year-20-6-million-users-interacted-2026",
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      "work": {
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        "url": "https://newsroom.bankofamerica.com/content/newsroom/press-releases/2026/03/bofa-ai-and-digital-innovations-fuel-30-billion-client-interacti.html"
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      "verification": {
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      "figures": [
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        },
        {
          "metric": "customers",
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    {
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      "role": null,
      "organization": "Bank of America",
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          "metric": "support-ai-volume",
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      ],
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      "url": "https://the-ai-record.com/passages/bank-of-america-since-ericas-launch-2018-total-client-interactions-2026"
    },
    {
      "id": "natwest-saving-over-70-000-hours-through-automated-2026",
      "text": "saving over 70,000 hours through automated call and chat summaries and another 17,500 hours through faster, high- quality complaint responses.",
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      "role": null,
      "organization": "NatWest Group",
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      "work": {
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        "date": "2026-02",
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      "url": "https://the-ai-record.com/passages/natwest-saving-over-70-000-hours-through-automated-2026"
    },
    {
      "id": "natwest-seen-around-20-percentage-point-increase-queries-2026",
      "text": "we have seen around a 20-percentage-point increase in queries resolved without any human intervention, compared to the equivalent non-Gen AI supported Cora journey.",
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      "organization": "NatWest Group",
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      "url": "https://the-ai-record.com/passages/natwest-seen-around-20-percentage-point-increase-queries-2026"
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    {
      "id": "zendesk-were-seeing-71-percent-automated-resolution-far-2025",
      "text": "We're seeing 71 percent automated resolution—far exceeding the other use cases that we have on average, which sit at around 50 percent.",
      "speaker": "Emily Dowse",
      "role": "Head of Support",
      "organization": "Arbor Education",
      "aiVendor": false,
      "work": {
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        "date": "2025-12-09",
        "publisher": "Zendesk customer story (the vendor writing about its own customer)",
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      ],
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      "url": "https://the-ai-record.com/passages/zendesk-were-seeing-71-percent-automated-resolution-far-2025"
    },
    {
      "id": "ibm-70-inquiries-been-resolved-digital-assistant-2025",
      "text": "70% of inquiries have been resolved with a digital assistant",
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      "role": null,
      "organization": "IBM",
      "aiVendor": true,
      "work": {
        "title": "IBM (own site)",
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        "date": "2025-08-26",
        "publisher": "IBM (own site)",
        "url": "https://www.ibm.com/think/insights/enterprise-transformation-extreme-productivity-ai"
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      "grade": "B",
      "verification": {
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      "figures": [
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          "period": "as of 2025-08",
          "definition": "Customer support inquiries (IBM support to clients) resolved with a digital assistant",
          "level": "unclear"
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      ],
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      "url": "https://the-ai-record.com/passages/ibm-70-inquiries-been-resolved-digital-assistant-2025"
    },
    {
      "id": "bank-of-america-cashpro-chat-used-65-clients-erica-handling-2025",
      "text": "CashPro Chat is used by 65% of clients, with Erica handling greater than 40% of client interactions.",
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      "organization": "Bank of America",
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      "work": {
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        "date": "2025-08-20",
        "publisher": "Bank of America newsroom (the company's own press site)",
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      "id": "bank-of-america-more-than-98-users-find-information-they-2025",
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    {
      "id": "zendesk-7-incoming-tickets-handled-ai-agents-jaycar-2024",
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      "url": "https://the-ai-record.com/passages/zendesk-7-incoming-tickets-handled-ai-agents-jaycar-2024"
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      "url": "https://the-ai-record.com/passages/bank-of-america-date-erica-responded-800-million-inquiries-over-2024"
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      "id": "bank-of-america-more-than-2-billion-since-2018-thats-2024",
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      "url": "https://the-ai-record.com/passages/bank-of-america-more-than-98-clients-get-answers-they-2024"
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      "id": "zendesk-ultimates-ai-agents-automate-up-80-percent-2024",
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      "url": "https://the-ai-record.com/passages/zendesk-ultimates-ai-agents-automate-up-80-percent-2024"
    },
    {
      "id": "zendesk-autonomous-support-agent-zendesk-believes-will-solve-2025",
      "text": "an autonomous support agent that Zendesk believes will solve 80% of support issues without human intervention.",
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      "url": "https://the-ai-record.com/passages/zendesk-autonomous-support-agent-zendesk-believes-will-solve-2025"
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      "text": "we have now done about a million and a half conversations with customers, and at the same time, that’s the agentic layer speaking to the customer",
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      "id": "salesforce-today-those-same-interactions-happening-50-agents-2025",
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      "url": "https://the-ai-record.com/passages/salesforce-today-those-same-interactions-happening-50-agents-2025"
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    {
      "id": "airbnb-ai-assistant-now-available-more-than-50-2026",
      "text": "Our AI assistant is now available in more than 50 languages.",
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      "url": "https://the-ai-record.com/passages/airbnb-ai-assistant-now-available-more-than-50-2026"
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      "text": "We were able to hold gross margins at a relatively consistent level quarter over quarter while Sidekiq usage scaled, which reflects some cost efficiencies in support",
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    {
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      "text": "Customer support is a clear area where we should be able to up the quality of our customer support interactions as well as reduce the cost of our effort there.",
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      "url": "https://the-ai-record.com/passages/uber-customer-support-clear-area-where-should-able-2026"
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    {
      "id": "natwest-also-expanded-ai-enabled-capabilities-across-onboarding-2026",
      "text": "We also expanded AI-enabled capabilities across onboarding, operations and customer servicing, with five agents now live supporting our colleagues in core processes and our first customer-facing GenAI capability launched to help customers with Bankline queries.",
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    {
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      "text": "New AI capabilities have improved service, increased efficiency, and allowed teammates to focus on higher-value client interactions.",
      "speaker": "Alastair Borthwick",
      "role": "Executive Vice President and Chief Financial Officer",
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      "url": "https://the-ai-record.com/passages/bank-of-america-new-ai-capabilities-improved-service-increased-efficiency-2026"
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    {
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      "text": "Agentforce can resolve customer issues swiftly and accurately with answers grounded in our trusted, unstructured content unified in Data 360",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
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        "ai-support-resolution"
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    },
    {
      "id": "salesforce-automating-simple-repetitive-tasks-support-engineers-able-2026",
      "text": "By automating simple and repetitive tasks, our support engineers are able to augment and scale their time in a more valuable way",
      "speaker": null,
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      "organization": "Salesforce",
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      "url": "https://the-ai-record.com/passages/salesforce-automating-simple-repetitive-tasks-support-engineers-able-2026"
    },
    {
      "id": "klarna-same-time-appreciating-certain-consumers-may-nevertheless-2026",
      "text": "At the same time, appreciating that certain consumers may nevertheless prefer to interact with human representatives, we continue to offer all of our customers that option.",
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      "role": null,
      "organization": "Klarna",
      "aiVendor": false,
      "work": {
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      "url": "https://the-ai-record.com/passages/klarna-same-time-appreciating-certain-consumers-may-nevertheless-2026"
    },
    {
      "id": "natwest-ai-tooling-reduced-call-summarisation-time-more-2026",
      "text": "AI tooling has reduced call summarisation time by more than 70%",
      "speaker": null,
      "role": null,
      "organization": "NatWest Group",
      "aiVendor": false,
      "work": {
        "title": "NatWest Group results announcement (the company's own regulatory results report)",
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    },
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      "id": "airbnb-consistent-prior-years-relied-global-network-approximately-2026",
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    },
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      "id": "airbnb-during-2025-introduced-new-artificial-intelligence-ai-2026",
      "text": "During 2025, we introduced new artificial intelligence (“AI”) features to help deliver customer support in certain countries and languages.",
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      "url": "https://the-ai-record.com/passages/airbnb-during-2025-introduced-new-artificial-intelligence-ai-2026"
    },
    {
      "id": "airbnb-built-custom-agent-built-13-different-models-2025",
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      "url": "https://the-ai-record.com/passages/airbnb-built-custom-agent-built-13-different-models-2025"
    },
    {
      "id": "intercom-can-teach-you-what-do-because-fully-2026",
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      "role": null,
      "organization": "Intercom (renamed Fin in May 2026)",
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      "topics": [
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      "url": "https://the-ai-record.com/passages/intercom-can-teach-you-what-do-because-fully-2026"
    },
    {
      "id": "natwest-9-000-contact-centre-colleagues-using-ai-2026",
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        "publisher": "NatWest Group website (the company's own sustainability page)",
        "url": "https://www.natwestgroup.com/sustainability/society/innovation-and-digitisation.html"
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      "url": "https://the-ai-record.com/passages/natwest-9-000-contact-centre-colleagues-using-ai-2026"
    },
    {
      "id": "zendesk-830m-ai-interactions-2026",
      "text": "830M AI interactions",
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      "role": null,
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk website (the company's own marketing page)",
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        "date": "2026-10-24",
        "publisher": "Zendesk website (the company's own marketing page)",
        "url": "https://www.zendesk.com/"
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          "value": 830000000,
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          "period": "not stated",
          "definition": "'AI interactions' on the page's stats block; no definition and no period.",
          "level": "unclear"
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      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-830m-ai-interactions-2026"
    },
    {
      "id": "zendesk-automate-up-80-interactions-zendesk-ai-agents-2026",
      "text": "Automate up to 80% of interactions with Zendesk AI agents.",
      "speaker": null,
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      "organization": "Zendesk",
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      "work": {
        "title": "Zendesk website (the company's own marketing page)",
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        "publisher": "Zendesk website (the company's own marketing page)",
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          "metric": "support-ai-resolution-share",
          "value": 0.8,
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          "period": "marketing ceiling, no period stated",
          "definition": "Not defined on the page: no footnote, no measurement method, no definition of 'automate' or 'interactions'.",
          "level": "unclear"
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      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-automate-up-80-interactions-zendesk-ai-agents-2026"
    },
    {
      "id": "zendesk-built-improve-every-resolution-proven-across-4-2026",
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      "organization": "Zendesk",
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        {
          "metric": "support-ai-volume",
          "value": 4800000000,
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          "definition": "'Resolutions delivered' on the page's stats block; no definition and no period.",
          "level": "unclear"
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      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-built-improve-every-resolution-proven-across-4-2026"
    },
    {
      "id": "zendesk-resolve-up-80-even-most-complex-service-2026",
      "text": "Resolve up to 80%+ of even the most complex service issues across any channel.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
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      "work": {
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        "publisher": "Zendesk website (the company's own pricing page)",
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      "url": "https://the-ai-record.com/passages/zendesk-resolve-up-80-even-most-complex-service-2026"
    },
    {
      "id": "zendesk-messaging-default-conversation-ends-2-hours-after-2026",
      "text": "Messaging: By default, the conversation ends 2 hours after the first message in the conversation, though this can be increased up to 72 hours.",
      "speaker": null,
      "role": null,
      "organization": "Zendesk",
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      "work": {
        "title": "Zendesk help center (the company's own documentation)",
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        "date": "2026-10-20",
        "publisher": "Zendesk help center (the company's own documentation)",
        "url": "https://support.zendesk.com/hc/en-us/articles/9570369117338-About-automated-resolution-tiers"
      },
      "grade": "B",
      "verification": {
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      "topics": [
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      "url": "https://the-ai-record.com/passages/zendesk-messaging-default-conversation-ends-2-hours-after-2026"
    },
    {
      "id": "bank-of-america-18-000-customer-service-representatives-receive-real-2026",
      "text": "18,000 customer service representatives receive real-time guidance in seconds, helping them resolve client needs faster",
      "speaker": null,
      "role": null,
      "organization": "Bank of America",
      "aiVendor": false,
      "work": {
        "title": "Bank of America newsroom (the company's own press site)",
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        "date": "2026-10-14",
        "publisher": "Bank of America newsroom (the company's own press site)",
        "url": "https://newsroom.bankofamerica.com/content/newsroom/company-overview/bank-of-america-fast-facts.html"
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      "verification": {
        "status": "verified",
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      "topics": [
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      ],
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      ],
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      "context": null,
      "url": "https://the-ai-record.com/passages/bank-of-america-18-000-customer-service-representatives-receive-real-2026"
    },
    {
      "id": "ramp-say-support-agent-stuck-ticket-needs-engineer-2026",
      "text": "Say a support agent is stuck on a ticket that needs an engineer. She shares her Glass session. The engineer jumps in, sees everything, they finish it together.",
      "speaker": "Eric Glyman",
      "role": "Co-founder and co-CEO",
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      "work": {
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        "date": "2026-10-13",
        "publisher": "Ramp company blog (signed by CEO Eric Glyman)",
        "url": "https://ramp.com/blog/introducing-glass"
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      },
      "topics": [
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      "context": null,
      "url": "https://the-ai-record.com/passages/ramp-say-support-agent-stuck-ticket-needs-engineer-2026"
    },
    {
      "id": "ramp-take-new-feature-requests-they-used-copied-2026",
      "text": "Take new feature requests. They used to be copied by hand into Salesforce, about 300 a month. In May, an account manager saved a prompt to Glass that pulls them straight from customer calls. Now we capture 20,000 a month.",
      "speaker": "Eric Glyman",
      "role": "Co-founder and co-CEO",
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      "work": {
        "title": "Ramp company blog (signed by CEO Eric Glyman)",
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        "date": "2026-10-13",
        "publisher": "Ramp company blog (signed by CEO Eric Glyman)",
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          "period": "feature requests captured per month, as of 2026-10",
          "definition": "customer feature requests pulled from customer calls by a saved Glass prompt (unit of work: feature requests captured)",
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      ],
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      "url": "https://the-ai-record.com/passages/ramp-take-new-feature-requests-they-used-copied-2026"
    },
    {
      "id": "ramp-third-emails-customers-when-something-they-asked-2026",
      "text": "A third emails customers when something they asked for ships. More than 5,000 of those emails have gone out so far.",
      "speaker": "Eric Glyman",
      "role": "Co-founder and co-CEO",
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      "work": {
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        "publisher": "Ramp company blog (signed by CEO Eric Glyman)",
        "url": "https://ramp.com/blog/introducing-glass"
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          "metric": "function-agent-volume",
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          "period": "customer emails sent so far, as of 2026-10-13",
          "definition": "emails to customers when a feature they requested ships, sent by a Glass prompt (unit of work: emails)",
          "level": "unclear"
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      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/ramp-third-emails-customers-when-something-they-asked-2026"
    },
    {
      "id": "salesforce-agentforce-conversations-result-transfer-human-agent-2026",
      "text": "Agentforce conversations that result in a transfer to a human agent",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
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        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
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      "grade": "B",
      "verification": {
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      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-agentforce-conversations-result-transfer-human-agent-2026"
    },
    {
      "id": "salesforce-agentforce-conversations-where-agentforce-answered-customers-inquiry-2026",
      "text": "Agentforce conversations where Agentforce answered the customer's inquiry",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
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        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
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      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-agentforce-conversations-where-agentforce-answered-customers-inquiry-2026"
    },
    {
      "id": "salesforce-agentforce-conversations-where-user-did-not-engage-2026",
      "text": "Agentforce conversations where the user did not engage with Agentforce after starting the conversation",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
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        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
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      "grade": "B",
      "verification": {
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      "topics": [
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      "functions": [
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      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-agentforce-conversations-where-user-did-not-engage-2026"
    },
    {
      "id": "salesforce-available-24-7-seven-languages-now-same-2026",
      "text": "available 24/7, in seven languages, and now that same help is live not just over chat, but on 1-800-NO-SOFTWARE too.",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
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      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-available-24-7-seven-languages-now-same-2026"
    },
    {
      "id": "salesforce-discover-how-enable-engineers-provide-full-resolutions-2026",
      "text": "Discover how we enable our engineers to provide full resolutions in as little as one hour by bypassing discovery steps",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site, webinar listing)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site, webinar listing)",
        "url": "https://www.salesforce.com/events/webinars/how-salesforce-uses-agentforce-to-transform-support-handoffs/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
        "support"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-discover-how-enable-engineers-provide-full-resolutions-2026"
    },
    {
      "id": "salesforce-initially-opening-just-200-authenticated-users-within-2026",
      "text": "initially opening it to just 200 authenticated users within a four-week period",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
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      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-initially-opening-just-200-authenticated-users-within-2026"
    },
    {
      "id": "salesforce-salesforce-help-gets-over-60-million-visits-2026",
      "text": "Salesforce Help gets over 60 million visits annually from customers in need of assistance",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
        "type": "post",
        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
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      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/salesforce-salesforce-help-gets-over-60-million-visits-2026"
    },
    {
      "id": "salesforce-support-team-still-receives-around-two-million-2026",
      "text": "our support team still receives around two million support requests each year",
      "speaker": null,
      "role": null,
      "organization": "Salesforce",
      "aiVendor": true,
      "work": {
        "title": "Salesforce (own site)",
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        "date": "2026-10",
        "publisher": "Salesforce (own site)",
        "url": "https://www.salesforce.com/agentforce/use-cases/customer-zero/"
      },
      "grade": "B",
      "verification": {
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      "topics": [
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      ],
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      "text": "Later this year, Bank of America plans to expand EricaAssist to support additional servicing scenarios and business lines.",
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    {
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    {
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    },
    {
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      "text": "Using our AI agent builder, we simply describe business procedures in natural language and the AI agent is ready to go.",
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    },
    {
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      "text": "When further assistance is needed, Bank of America's Mobile Servicing Chat capability connects clients with a live representative who can answer more complex servicing questions.",
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    },
    {
      "id": "klarna-need-rethink-make-customer-service-human-experience-2026",
      "text": "We need to rethink this and make customer service a human experience. Everyone who wants a human connection should get it.",
      "speaker": "Sebastian Siemiatkowski",
      "role": "Chief Executive Officer and co-founder",
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        "url": "https://cxfoundation.com/news/klarna-recruits-customers-as-service-reps"
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  ],
  "notice": [
    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tooling and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}