{
  "schema_version": "1.0",
  "table": "cases-chat",
  "period": "2026-01",
  "synthetic": true,
  "records": [
    {
      "case_id": "CHAT-2026-01-0001",
      "date": "2026-01-14",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0001",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0002",
      "date": "2026-01-12",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1001",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0003",
      "date": "2026-01-11",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "4",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0027",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0004",
      "date": "2026-01-05",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1003",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0005",
      "date": "2026-01-31",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0003",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0006",
      "date": "2026-01-03",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1005",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0007",
      "date": "2026-01-21",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "5",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0029",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0008",
      "date": "2026-01-15",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "2",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1007",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0009",
      "date": "2026-01-01",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "2",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0005",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0010",
      "date": "2026-01-03",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1009",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0011",
      "date": "2026-01-08",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0031",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0012",
      "date": "2026-01-12",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1011",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0013",
      "date": "2026-01-06",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0007",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0014",
      "date": "2026-01-17",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1013",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0015",
      "date": "2026-01-23",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0033",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0016",
      "date": "2026-01-02",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1015",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0017",
      "date": "2026-01-05",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0009",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0018",
      "date": "2026-01-25",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1017",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0019",
      "date": "2026-01-13",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0035",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0020",
      "date": "2026-01-29",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1019",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0021",
      "date": "2026-01-10",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "2",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0011",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0022",
      "date": "2026-01-16",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1021",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0023",
      "date": "2026-01-15",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0037",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0024",
      "date": "2026-01-14",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1023",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0025",
      "date": "2026-01-08",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "5",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0013",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0026",
      "date": "2026-01-21",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1025",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0027",
      "date": "2026-01-20",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0039",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0028",
      "date": "2026-01-24",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1027",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0029",
      "date": "2026-01-30",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0015",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0030",
      "date": "2026-01-16",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1029",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0031",
      "date": "2026-01-04",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0041",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0032",
      "date": "2026-01-12",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1031",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0033",
      "date": "2026-01-12",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0017",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0034",
      "date": "2026-01-17",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1033",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0035",
      "date": "2026-01-04",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0043",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0036",
      "date": "2026-01-06",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1035",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0037",
      "date": "2026-01-01",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0019",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0038",
      "date": "2026-01-01",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1037",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0039",
      "date": "2026-01-26",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0045",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0040",
      "date": "2026-01-11",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1039",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0041",
      "date": "2026-01-09",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0021",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0042",
      "date": "2026-01-12",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1041",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0043",
      "date": "2026-01-02",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0047",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0044",
      "date": "2026-01-02",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "4",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1043",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0045",
      "date": "2026-01-12",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "2",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0023",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0046",
      "date": "2026-01-04",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1045",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0047",
      "date": "2026-01-17",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0049",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0048",
      "date": "2026-01-14",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1047",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0049",
      "date": "2026-01-27",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0025",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0050",
      "date": "2026-01-13",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "4",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1049",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0051",
      "date": "2026-01-28",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "4",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0001",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0052",
      "date": "2026-01-30",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1051",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0053",
      "date": "2026-01-26",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0027",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0054",
      "date": "2026-01-30",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1053",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0055",
      "date": "2026-01-31",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0003",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0056",
      "date": "2026-01-27",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1055",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0057",
      "date": "2026-01-26",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0029",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0058",
      "date": "2026-01-23",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1057",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0059",
      "date": "2026-01-10",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0005",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0060",
      "date": "2026-01-25",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1059",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0061",
      "date": "2026-01-13",
      "contact_reason": "password reset",
      "resolution_status": "resolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "Customer reset link expired mid-session — agent issued manual token",
      "customer_quote": "I had to ask twice before it actually worked.",
      "customer_id": "CUST-0031",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0062",
      "date": "2026-01-24",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-1061",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0063",
      "date": "2026-01-29",
      "contact_reason": "billing question",
      "resolution_status": "resolved",
      "sentiment": "neutral",
      "effort_score": "3",
      "friction_type": "content",
      "summary": "Invoice terminology unclear; agent walked through line items",
      "customer_quote": "I understood once you explained the labels.",
      "customer_id": "CUST-0007",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0064",
      "date": "2026-01-05",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1063",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0065",
      "date": "2026-01-18",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "6",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-0033",
      "synthetic": "true"
    },
    {
      "case_id": "CHAT-2026-01-0066",
      "date": "2026-01-06",
      "contact_reason": "account access",
      "resolution_status": "unresolved",
      "sentiment": "negative",
      "effort_score": "7",
      "friction_type": "authentication",
      "summary": "MFA bypass required IT escalation — chat could not resolve",
      "customer_quote": "This took too long for something so basic.",
      "customer_id": "CUST-1065",
      "synthetic": "true"
    }
  ]
}