Q4 Fraud Impact Report - Email & Ticket InvestigationRisk & Fraud

11 verifiers · 8 LLM-graded

EnvironmentsEmailFreshdeskSlack

All trialsGPT-5.5Trial 06

All trials10 trials Trial 0145.5%Trial 0290.9%Trial 0336.4%Trial 0463.6%Trial 0536.4%Trial 0645.5%Trial 0736.4%Trial 0845.5%Trial 0936.4%Trial 1036.4%

45.5%

Trial reward

GPT-5.5Fail

Trial 06 — 3rd of 10 by reward score. This model averages 47.3% across 10 trials on this task.

5/11Checks passed
11Turns
42Tool calls
1.8mTime

Missed 6 of 11 checks — slack_lists_ticket_11533, slack_lists_ticket_20644 and checked_conversations_ticket_11533 and 3 more.

checks (11)

found_fraudulent_activity_threadLLMPass
found_unauthorized_charges_threadLLMPass
q4_fraud_impact_channel_in_databasePass
slack_lists_ticket_11533Fail
Failure mode Wrong answer
Reason assertion_failed
slack_lists_ticket_20644Fail
Reason assertion_failed
avoided_deletionsLLMPass
avoided_ticket_status_changesLLMPass
checked_conversations_ticket_11533LLMFail
Reason assertion_failed
checked_conversations_ticket_20644LLMFail
Reason assertion_failed
found_fraud_ticket_11533LLMFail
Reason assertion_failed
found_fraud_ticket_20644LLMFail
Reason assertion_failed

User prompt → 11 turns · 42 tool calls → final response

1list_threads, list_messages, search_tickets4

Tool execution only — no assistant text

list_threadsuserId=me, q=(fraud OR fraudulent OR unauthorized OR scam OR "account takeover" OR "card fraud" OR "identity theft" OR "stolen card" OR dispute), maxResults=500, includeSpamTrash=false4k chars

Arguments

userId=me, q=(fraud OR fraudulent OR unauthorized OR scam OR "account takeover" OR "card fraud" OR "identity theft" OR "stolen card" OR dispute), maxResults=500, includeSpamTrash=false

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    threads:
      -
        id: daf96f1d-b939-5625-8fb9-28d741d5dc76
        snippet: Hi, I have 3 pending charges that did not go through and sit as pending. The merchant says the payment did not go through. Could you provide details as to why the transactions did not go through? I n…
        historyId: 4570
        messages:
          -
            id: b3d5c14a-fd8e-5c69-a42c-13071c737dc8
            threadId: daf96f1d-b939-5625-8fb9-28d741d5dc76
            labelIds: []
            snippet: Hi, I have 3 pending charges that did not go through and sit as pending. The merchant says the payment did not go through. Could you provide details as to why the transactions did not go through? I n…
            historyId: 4569
            internalDate: 1640013274000
            sizeEstimate: 522

… 3,022 more characters of output in the raw trajectory.

list_messagesuserId=me, q=(fraud OR fraudulent OR unauthorized OR scam OR "account takeover" OR "card fraud" OR "identity theft" OR "stolen card" OR dispute), maxResults=500, includeSpamTrash=false2k chars

Arguments

userId=me, q=(fraud OR fraudulent OR unauthorized OR scam OR "account takeover" OR "card fraud" OR "identity theft" OR "stolen card" OR dispute), maxResults=500, includeSpamTrash=false

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    messages:
      -
        id: e960be8b-bb90-5bb9-98fc-e1c63a41a539
        threadId: ecea34af-b2fe-532a-9b51-d1afbfe33735
      -
        id: ccc7876e-2f3e-516c-870a-e3ace6975c84
        threadId: b69ecd11-299e-5d9d-824b-7ee7c5a5b730
      -
        id: c3771fcc-30a5-5e3d-8407-f3c8844d189f
        threadId: 39b5fa13-5606-5bf8-ba0a-0b513edcad4d
      -
        id: bdfdfe11-eeb9-5284-b6f2-76fb8141f432
        threadId: b993ddfb-bb7e-5eb6-b007-704e92afd27a
      -
        id: a97eb6e4-1f20-558a-8601-83ee51a89b66
        threadId: 6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d
      -
        id: e34857e3-a14a-5d88-916d-e835c4d764dc
        threadId: 05cd7869-df18-5d12-9907-fed0d4da37a3
      -
        id: e1724a71-e3c5-5634-9569-8b6765709543

… 802 more characters of output in the raw trajectory.

search_ticketsquery=status:3 AND tag:'fraud', page=1

Arguments

query=status:3 AND tag:'fraud', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=status:3 AND type:'Fraud', page=1

Arguments

query=status:3 AND type:'Fraud', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

2get_thread, search_tickets6

Tool execution only — no assistant text

get_threaduserId=me, id=ecea34af-b2fe-532a-9b51-d1afbfe33735, format=full4k chars

Arguments

userId=me, id=ecea34af-b2fe-532a-9b51-d1afbfe33735, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: ecea34af-b2fe-532a-9b51-d1afbfe33735
    snippet: Hi PERSON_61208_NAME, Looks like we need a little more documentation from you before we can open your [ORGANIZATION_0001] Account. Can you please send us the documents below for us to review? To prot…
    historyId: 38
    messages:
      -
        id: 4a18057c-8301-5093-a201-55afdf5e6516
        threadId: ecea34af-b2fe-532a-9b51-d1afbfe33735
        labelIds: []
        snippet: Hi PERSON_61208_NAME, Looks like we need a little more documentation from you before we can open your [ORGANIZATION_0001] Account. Can you please send us the documents below for us to review? To prot…
        historyId: 36
        internalDate: 1678032305000
        sizeEstimate: 6032
        classificationLabelValues: []
        payload: {}

… 3,021 more characters of output in the raw trajectory.

get_threaduserId=me, id=b69ecd11-299e-5d9d-824b-7ee7c5a5b730, format=full4k chars

Arguments

userId=me, id=b69ecd11-299e-5d9d-824b-7ee7c5a5b730, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: b69ecd11-299e-5d9d-824b-7ee7c5a5b730
    snippet: Critical Alert High risk of fraud detected Before fulfilling this order or capturing payment, please review the the Risk Analysis and determine if this order is fraudulent. Lumene richard placed orde…
    historyId: 1919
    messages:
      -
        id: ccc7876e-2f3e-516c-870a-e3ace6975c84
        threadId: b69ecd11-299e-5d9d-824b-7ee7c5a5b730
        labelIds: []
        snippet: Critical Alert High risk of fraud detected Before fulfilling this order or capturing payment, please review the the Risk Analysis and determine if this order is fraudulent. Lumene richard placed orde…
        historyId: 1918
        internalDate: 1674764121000
        sizeEstimate: 1147
        classificationLabelValues: []
        payload: {}

… 3,020 more characters of output in the raw trajectory.

get_threaduserId=me, id=39b5fa13-5606-5bf8-ba0a-0b513edcad4d, format=full4k chars

Arguments

userId=me, id=39b5fa13-5606-5bf8-ba0a-0b513edcad4d, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 39b5fa13-5606-5bf8-ba0a-0b513edcad4d
    snippet: I need help with my account someone is using this forr fraudulent reasons and I would like to have my account closed also all account statements from when it was opened until I requested this closure
    historyId: 11627
    messages:
      -
        id: c3771fcc-30a5-5e3d-8407-f3c8844d189f
        threadId: 39b5fa13-5606-5bf8-ba0a-0b513edcad4d
        labelIds: []
        snippet: I need help with my account someone is using this forr fraudulent reasons and I would like to have my account closed also all account statements from when it was opened until I requested this closure
        historyId: 11621
        internalDate: 1672904580000
        sizeEstimate: 407
        classificationLabelValues: []
        payload:
          partId: ""

… 3,021 more characters of output in the raw trajectory.

get_threaduserId=me, id=b993ddfb-bb7e-5eb6-b007-704e92afd27a, format=full4k chars

Arguments

userId=me, id=b993ddfb-bb7e-5eb6-b007-704e92afd27a, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: b993ddfb-bb7e-5eb6-b007-704e92afd27a
    snippet: Hello [PERSON_NAME_5482], Thanks for reaching out. You do not have an open account at this time with [ORGANIZATION_0001], it is still in the application process. If you believe this application was s…
    historyId: 16701
    messages:
      -
        id: 99754815-dfb0-5ddf-bb73-d4bbb2eb58e0
        threadId: b993ddfb-bb7e-5eb6-b007-704e92afd27a
        labelIds: []
        snippet: Hello [PERSON_NAME_5482], Thanks for reaching out. You do not have an open account at this time with [ORGANIZATION_0001], it is still in the application process. If you believe this application was s…
        historyId: 16700
        internalDate: 1659661684000
        sizeEstimate: 2330
        classificationLabelValues: []
        payload: {}

… 3,020 more characters of output in the raw trajectory.

get_threaduserId=me, id=6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d, format=full4k chars

Arguments

userId=me, id=6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d
    snippet: I did not register for this account. Please cancel it immediately and send me evidence that it has been canceled. If this is a checking account, which it appears to be, I have put a freeze on opening…
    historyId: 25325
    messages:
      -
        id: 7712cf4c-3d60-5f71-980d-2c3ed26ed94e
        threadId: 6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d
        labelIds: []
        snippet: I did not register for this account. Please cancel it immediately and send me evidence that it has been canceled. If this is a checking account, which it appears to be, I have put a freeze on opening…
        historyId: 25321
        internalDate: 1655295339000
        sizeEstimate: 2164
        classificationLabelValues: []
        payload: {}

… 3,021 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=14k chars

Arguments

query=status:3, page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      to_emails: null
      id: 1
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      description: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      created_at: 2020-09-09T19:28:58Z
      updated_at: 2020-09-09T19:28:58Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false

… 3,021 more characters of output in the raw trajectory.

3search_tickets6

Tool execution only — no assistant text

search_ticketsquery=status:3, page=24k chars

Arguments

query=status:3, page=2

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      to_emails: null
      id: 46
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      description: Team [PERSON_NAME_0008] makes the dream [PERSON_NAME_0008]
      created_at: 2020-10-31T16:30:54Z
      updated_at: 2021-09-29T13:43:25Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false

… 3,024 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=34k chars

Arguments

query=status:3, page=3

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      to_emails: null
      id: 125
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      description: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      created_at: 2020-12-24T02:26:20Z
      updated_at: 2020-12-24T02:26:20Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null

… 3,036 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=44k chars

Arguments

query=status:3, page=4

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      to_emails: null
      id: 181
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      description: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      created_at: 2021-01-12T00:44:33Z
      updated_at: 2021-01-12T00:44:33Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null

… 3,033 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=54k chars

Arguments

query=status:3, page=5

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      to_emails: null
      id: 222
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      description: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      created_at: 2021-01-14T23:29:27Z
      updated_at: 2021-01-14T23:29:27Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null

… 3,030 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=64k chars

Arguments

query=status:3, page=6

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      to_emails: null
      id: 278
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      description: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      created_at: 2021-01-20T18:33:11Z
      updated_at: 2021-01-20T18:33:11Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null

… 3,036 more characters of output in the raw trajectory.

search_ticketsquery=status:3, page=74k chars

Arguments

query=status:3, page=7

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 45903
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      to_emails: null
      id: 319
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      description: Welcome to [PERSON_NAME_64251]! 👯‍♂️
      created_at: 2021-01-21T17:10:24Z
      updated_at: 2021-01-21T17:10:24Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null

… 3,036 more characters of output in the raw trajectory.

4search_tickets, list_all_tickets6

Tool execution only — no assistant text

search_ticketsquery=tag:'fraud', page=1

Arguments

query=tag:'fraud', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=tag:'fraudulent', page=1

Arguments

query=tag:'fraudulent', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=tag:'dispute', page=1

Arguments

query=tag:'dispute', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=type:'Fraud', page=1

Arguments

query=type:'Fraud', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=type:'Dispute', page=14k chars

Arguments

query=type:'Dispute', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 293
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: 5509
      responder_id: null
      source: 2
      status: 4
      subject: Unrecognized Charges
      to_emails: null
      id: 8097
      type: Dispute
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: |
                User is disputing all transactions related to cashapp performed with [PERSON_NAME_2152]'s card on the new account.[PERSON_NAME_2152] reports he did not make those transactions. They have tried to reach out to CashApp and have received no response as of yet. Card has been suspended and [PERSON_NAME_0054] be replaced.
                
                Resolution: I submitted the information to TP who opened a dispute with Marqueta [DATE_0608].
                
                After going to pre-ar

… 3,021 more characters of output in the raw trajectory.

list_all_ticketsupdated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=1, include=requester,description4k chars

Arguments

updated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=1, include=requester,description

Output

success: true
error_message: null
tools_list: null
tool_result:
  -
    cc_emails: []
    fwd_emails: []
    reply_cc_emails: []
    fr_escalated: false
    spam: false
    email_config_id: null
    group_id: 6758
    priority: 1
    requester_id: null
    responder_id: 42
    source: 2
    status: 5
    subject: Help with Lovebugs🥰 Account
    to_emails: null
    id: 76694
    type: null
    created_at: 2024-09-04T00:45:51Z
    updated_at: 2025-05-27T14:10:41Z
    due_by: null
    fr_due_by: null
    is_escalated: false
    structured_description:
      description_contents:
        -
          type: text
          data:
            content: Help with Lovebugs🥰 Account
    custom_fields:
      chat_enabled: false
      helpdesk: false
      is_welcome: false
      product_raised: false
      sam_disabled_at: 2024-09-04 00:45:56.467012
    description: Help with Lovebugs🥰 Account
    description_text: Help with Lovebugs🥰 Account
    requester:
      id: null
      email: null
      mobile: null
      name: null
      phone: null
  - {}

… 3,025 more characters of output in the raw trajectory.

5search_tickets5

Tool execution only — no assistant text

search_ticketsquery=status:3 AND type:'Dispute', page=1

Arguments

query=status:3 AND type:'Dispute', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=status:3 AND subject:'fraud', page=12k chars

Arguments

query=status:3 AND subject:'fraud', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 3
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: Fraud
      to_emails: null
      id: 11533
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Fraud
      description: Fraud
      created_at: 2022-02-07T13:09:25Z
      updated_at: 2022-02-07T13:12:03Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: null
      source: 2
      status: 3
      subject: FRA

… 1,190 more characters of output in the raw trajectory.

search_ticketsquery=status:3 AND subject:'unauthorized', page=12k chars

Arguments

query=status:3 AND subject:'unauthorized', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 3
  results:
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null
      group_id: null
      priority: 1
      requester_id: null
      responder_id: 42
      source: 2
      status: 3
      subject: Payment unauthorized 
      to_emails: null
      id: 24111
      type: null
      due_by: null
      fr_due_by: null
      is_escalated: false
      structured_description:
        description_contents:
          -
            type: text
            data:
              content: Payment unauthorized 
      description: Payment unauthorized 
      created_at: 2022-07-12T00:19:05Z
      updated_at: 2022-07-13T10:00:01Z
      custom_fields:
        chat_enabled: false
        helpdesk: false
        is_welcome: false
        product_raised: false
        received_helpdesk_autoresponse: 2022-07-12 00:19:05.182691
    -
      cc_emails: []
      fwd_emails: []
      reply_cc_emails: []
      fr_escalated: false
      spam: false
      email_config_id: null

… 1,410 more characters of output in the raw trajectory.

search_ticketsquery=status:3 AND subject:'unrecognized', page=1

Arguments

query=status:3 AND subject:'unrecognized', page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  total: 0
  results: []
status_code: 200
is_error: false

search_ticketsquery=status:3 AND subject:'dispute', page=14k chars

Arguments

query=status:3 AND subject:'dispute', page=1

Output

{"success": true, "error_message": null, "tools_list": null, "tool_result": {"total": 6, "results": [{"cc_emails": [], "fwd_emails": [], "reply_cc_emails": [], "fr_escalated": false, "spam": false, "email_config_id": null, "group_id": null, "priority": 1, "requester_id": null, "responder_id": null, "source": 2, "status": 3, "subject": "Transaction dispute ", "to_emails": null, "id": 16034, "type": null, "due_by": null, "fr_due_by": null, "is_escalated": false, "structured_description": {"description_contents": [{"type": "text", "data": {"content": "Transaction dispute "}}]}, "description": "Transaction dispute ", "created_at": "2022-04-03T20:34:59Z", "updated_at": "2022-04-03T20:34:59Z", "custom_fields": {"chat_enabled": false, "helpdesk": false, "is_welcome": false, "product_raised": false}}, {"cc_emails": [], "fwd_emails": [], "reply_cc_emails": [], "fr_escalated": false, "spam": false, "email_config_id": null, "group_id": null, "priority": 1, "requester_id": null, "responder_id": nu

… 3,020 more characters of output in the raw trajectory.

6get_ticket_by_id, get_conversations_of_a_ticket6

Tool execution only — no assistant text

get_ticket_by_idid=32265, include=requester,conversations,stats4k chars

Arguments

id=32265, include=requester,conversations,stats

Output

success: true
error_message: null
tools_list: null
tool_result:
  cc_emails: []
  fwd_emails: []
  reply_cc_emails: []
  email_config_id: null
  group_id: null
  priority: 1
  requester_id: null
  responder_id: 42
  source: 2
  status: 3
  subject: Unauthorized Transaction 
  id: 32265
  type: null
  to_emails: null
  fr_escalated: false
  spam: false
  urgent: false
  is_escalated: false
  created_at: 2022-11-08T12:01:33Z
  updated_at: 2022-11-09T10:00:00Z
  due_by: null
  fr_due_by: null
  description_text: Unauthorized Transaction 
  description: Unauthorized Transaction 
  custom_fields:
    chat_enabled: false
    helpdesk: false
    is_welcome: false
    product_raised: false
    received_helpdesk_autoresponse: 2022-11-08 12:01:33.257696
  tags: []
  conversations:
    -
      body_text: |
        Yes I have noticed a unauthorized transaction of 46.64 from Msft Ekonfq. Using my virtual debit card. 
        
        <!--cx_source_data:{"format":"text","flagged

… 3,020 more characters of output in the raw trajectory.

get_conversations_of_a_ticketid=32265, page=14k chars

Arguments

id=32265, page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  -
    body_text: |
      Yes I have noticed a unauthorized transaction of 46.64 from Msft Ekonfq. Using my virtual debit card. 
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    body: |
      Yes I have noticed a unauthorized transaction of 46.64 from Msft Ekonfq. Using my virtual debit card. 
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    structured_body: null
    id: 105709
    incoming: true
    private: false
    user_id: 46333
    support_email: null
    source: 0
    ticket_id: 32265
    created_at: 2022-11-08T12:01:33Z
    updated_at: 2022-11-08T12:01:33Z
    from_email: null
    to_emails: []
    cc_emails: []
    bcc_emails: []
    last_edited_at: null
    last_edited_user_id: null
  -
    body_text: Thanks for your message [PERSON_NAME_39608]! I'll get back to you within [DATE_2770] or less. Meanwhile, you migh

… 3,020 more characters of output in the raw trajectory.

get_ticket_by_idid=26073, include=requester,conversations,stats2k chars

Arguments

id=26073, include=requester,conversations,stats

Output

success: true
error_message: null
tools_list: null
tool_result:
  cc_emails: []
  fwd_emails: []
  reply_cc_emails: []
  email_config_id: null
  group_id: null
  priority: 1
  requester_id: null
  responder_id: null
  source: 2
  status: 3
  subject: Fraudulent charge on my card 
  id: 26073
  type: null
  to_emails: null
  fr_escalated: false
  spam: false
  urgent: false
  is_escalated: false
  created_at: 2022-08-12T13:51:24Z
  updated_at: 2022-08-12T13:51:24Z
  due_by: null
  fr_due_by: null
  description_text: Fraudulent charge on my card 
  description: Fraudulent charge on my card 
  custom_fields:
    chat_enabled: false
    helpdesk: false
    is_welcome: false
    product_raised: false
  tags: []
  conversations:
    -
      body_text: |
        [PHONE_900036] [PERSON_NAME_0003] is a fraudulent charge on my card 
        
        <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
      body: [PHONE_900036] [PERS

… 712 more characters of output in the raw trajectory.

get_conversations_of_a_ticketid=26073, page=1

Arguments

id=26073, page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  -
    body_text: |
      [PHONE_900036] [PERSON_NAME_0003] is a fraudulent charge on my card 
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    body: |
      [PHONE_900036] [PERSON_NAME_0003] is a fraudulent charge on my card 
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    structured_body: null
    id: 85302
    incoming: true
    private: false
    user_id: 12817
    support_email: null
    source: 0
    ticket_id: 26073
    created_at: 2022-08-12T13:51:24Z
    updated_at: 2022-08-12T13:51:24Z
    from_email: null
    to_emails: []
    cc_emails: []
    bcc_emails: []
    last_edited_at: null
    last_edited_user_id: null
status_code: 200
is_error: false

get_ticket_by_idid=24111, include=requester,conversations,stats4k chars

Arguments

id=24111, include=requester,conversations,stats

Output

success: true
error_message: null
tools_list: null
tool_result:
  cc_emails: []
  fwd_emails: []
  reply_cc_emails: []
  email_config_id: null
  group_id: null
  priority: 1
  requester_id: null
  responder_id: 42
  source: 2
  status: 3
  subject: Payment unauthorized 
  id: 24111
  type: null
  to_emails: null
  fr_escalated: false
  spam: false
  urgent: false
  is_escalated: false
  created_at: 2022-07-12T00:19:05Z
  updated_at: 2022-07-13T10:00:01Z
  due_by: null
  fr_due_by: null
  description_text: Payment unauthorized 
  description: Payment unauthorized 
  custom_fields:
    chat_enabled: false
    helpdesk: false
    is_welcome: false
    product_raised: false
    received_helpdesk_autoresponse: 2022-07-12 00:19:05.182691
  tags: []
  conversations:
    -
      body_text: |
        [PERSON_NAME_0601]. 
        
        I am writing because a payment for LH Motors was not authorized. This payment was charged through their app and I did not approve for them to c

… 3,020 more characters of output in the raw trajectory.

get_conversations_of_a_ticketid=24111, page=14k chars

Arguments

id=24111, page=1

Output

success: true
error_message: null
tools_list: null
tool_result:
  -
    body_text: |
      [PERSON_NAME_0601]. 
      
      I am writing because a payment for LH Motors was not authorized. This payment was charged through their app and I did not approve for them to charge my card.
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    body: |
      [PERSON_NAME_0601]. 
      
      I am writing because a payment for LH Motors was not authorized. This payment was charged through their app and I did not approve for them to charge my card.
      
      <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}-->
    structured_body: null
    id: 78421
    incoming: true
    private: false
    user_id: 11737
    support_email: null
    source: 0
    ticket_id: 24111
    created_at: 2022-07-12T00:19:05Z
    updated_at: 2022-07-12T00:19:05Z
    from_email: null
    to_emails: []
    cc_emails: []
    bcc_emails: []
    last_edited_at: null

… 3,020 more characters of output in the raw trajectory.

7get_thread5

Tool execution only — no assistant text

get_threaduserId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]2k chars

Arguments

userId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 05cd7869-df18-5d12-9907-fed0d4da37a3
    snippet: Please Contact card holder ASAP ([PERSON_NAME_13129] at [PHONE_7108]) re: fraudulent activity on card xxxx-xxxx-xxxx-9495. I am the other cardholder on this [ORGANIZATION_0001] account. Regards, [PER…
    historyId: 11251
    messages:
      -
        id: e34857e3-a14a-5d88-916d-e835c4d764dc
        threadId: 05cd7869-df18-5d12-9907-fed0d4da37a3
        labelIds: []
        snippet: Please Contact card holder ASAP ([PERSON_NAME_13129] at [PHONE_7108]) re: fraudulent activity on card xxxx-xxxx-xxxx-9495. I am the other cardholder on this [ORGANIZATION_0001] account. Regards, [PER…
        historyId: 11251
        internalDate: 1655131110000
        sizeEstimate: 440
        classificationLabelValues: []
        payload: {}

… 675 more characters of output in the raw trajectory.

get_threaduserId=me, id=9d229235-2f43-5f68-b015-72e65bf0994d, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]4k chars

Arguments

userId=me, id=9d229235-2f43-5f68-b015-72e65bf0994d, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 9d229235-2f43-5f68-b015-72e65bf0994d
    snippet: Hoping you might be able to help me out, I'm dealing with quite a bit of fraud and identity theft as of late. My info is as follows [PERSON_NAME_16416] 1131 Aldenwood Ave Las Vegas NV [ZIP_CODE_9601]…
    historyId: 14709
    messages:
      -
        id: f86d0191-e72e-5288-b41a-6d383606de48
        threadId: 9d229235-2f43-5f68-b015-72e65bf0994d
        labelIds: []
        snippet: Hoping you might be able to help me out, I'm dealing with quite a bit of fraud and identity theft as of late. My info is as follows [PERSON_NAME_16416] 1131 Aldenwood Ave Las Vegas NV [ZIP_CODE_9601]…
        historyId: 14704
        internalDate: 1652610613000
        sizeEstimate: 581
        classificationLabelValues: []
        payload: {}

… 3,020 more characters of output in the raw trajectory.

get_threaduserId=me, id=ca2d801f-8246-57de-8f57-7067752305c4, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]4k chars

Arguments

userId=me, id=ca2d801f-8246-57de-8f57-7067752305c4, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: ca2d801f-8246-57de-8f57-7067752305c4
    snippet: So Im out 1200 because you guys declined a dispute and there's no way you contacted the merchant. If you can not fix this i will Contact the police department and take you guys to court. This is the …
    historyId: 13924
    messages:
      -
        id: 8d8f1356-f301-56f7-b841-8ff63e02c714
        threadId: ca2d801f-8246-57de-8f57-7067752305c4
        labelIds: []
        snippet: So Im out 1200 because you guys declined a dispute and there's no way you contacted the merchant. If you can not fix this i will Contact the police department and take you guys to court. This is the …
        historyId: 13918
        internalDate: 1645458632000
        sizeEstimate: 508
        classificationLabelValues: []
        payload: {}

… 3,020 more characters of output in the raw trajectory.

get_threaduserId=me, id=daf96f1d-b939-5625-8fb9-28d741d5dc76, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]3k chars

Arguments

userId=me, id=daf96f1d-b939-5625-8fb9-28d741d5dc76, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: daf96f1d-b939-5625-8fb9-28d741d5dc76
    snippet: Hi, I have 3 pending charges that did not go through and sit as pending. The merchant says the payment did not go through. Could you provide details as to why the transactions did not go through? I n…
    historyId: 4570
    messages:
      -
        id: b3d5c14a-fd8e-5c69-a42c-13071c737dc8
        threadId: daf96f1d-b939-5625-8fb9-28d741d5dc76
        labelIds: []
        snippet: Hi, I have 3 pending charges that did not go through and sit as pending. The merchant says the payment did not go through. Could you provide details as to why the transactions did not go through? I n…
        historyId: 4569
        internalDate: 1640013274000
        sizeEstimate: 522
        classificationLabelValues: []
        payload: {}

… 1,919 more characters of output in the raw trajectory.

get_threaduserId=me, id=82a70048-548e-55f2-b881-5b29c9dece9b, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]3k chars

Arguments

userId=me, id=82a70048-548e-55f2-b881-5b29c9dece9b, format=metadata, metadataHeaders=["From", "To", "Subject", "Date"]

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 82a70048-548e-55f2-b881-5b29c9dece9b
    snippet: I didn't sign up scammers Get Outlook for Android<https://aka.ms/ghei36> ________________________________ From: Team [ORGANIZATION_0001] <PERSON_103561_EMAIL> Sent: [DATE_14106] 2:17:42 AM To: PERSON…
    historyId: 23959
    messages:
      -
        id: 5896d867-03cd-5719-a75b-6bb7f832998e
        threadId: 82a70048-548e-55f2-b881-5b29c9dece9b
        labelIds: []
        snippet: I didn't sign up scammers Get Outlook for Android<https://aka.ms/ghei36> ________________________________ From: Team [ORGANIZATION_0001] <PERSON_103561_EMAIL> Sent: [DATE_14106] 2:17:42 AM To: PERSON…
        historyId: 23958
        internalDate: 1614162088000
        sizeEstimate: 3331
        classificationLabelValues: []
        payload: {}

… 1,979 more characters of output in the raw trajectory.

8conversations_create, get_thread3

Tool execution only — no assistant text

conversations_createname=q4-fraud-impact, is_private=false

Arguments

name=q4-fraud-impact, is_private=false

Output

ok: true
channel:
  id: C2D0DA053
  name: q4-fraud-impact
  is_channel: true
  is_group: false
  is_im: false
  created: 1785562107
  creator: PERSON_106452_SLACK_ID
  is_archived: false
  is_general: false
  unlinked: 0
  name_normalized: q4-fraud-impact
  is_shared: false
  is_ext_shared: false
  is_org_shared: false
  pending_shared: []
  is_pending_ext_shared: false
  is_member: true
  is_private: false
  is_mpim: false
  last_read: 1785562107.000000
  latest: null
  unread_count: 0
  unread_count_display: 0
  topic:
    value: ""
    creator: ""
    last_set: 0
  properties: {}
  purpose:
    value: ""
    creator: ""
    last_set: 0
  previous_names: []
  priority: 0

get_threaduserId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=full2k chars

Arguments

userId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: 05cd7869-df18-5d12-9907-fed0d4da37a3
    snippet: Please Contact card holder ASAP ([PERSON_NAME_13129] at [PHONE_7108]) re: fraudulent activity on card xxxx-xxxx-xxxx-9495. I am the other cardholder on this [ORGANIZATION_0001] account. Regards, [PER…
    historyId: 11251
    messages:
      -
        id: e34857e3-a14a-5d88-916d-e835c4d764dc
        threadId: 05cd7869-df18-5d12-9907-fed0d4da37a3
        labelIds: []
        snippet: Please Contact card holder ASAP ([PERSON_NAME_13129] at [PHONE_7108]) re: fraudulent activity on card xxxx-xxxx-xxxx-9495. I am the other cardholder on this [ORGANIZATION_0001] account. Regards, [PER…
        historyId: 11251
        internalDate: 1655131110000
        sizeEstimate: 440
        classificationLabelValues: []
        payload: {}

… 1,155 more characters of output in the raw trajectory.

get_threaduserId=me, id=ca2d801f-8246-57de-8f57-7067752305c4, format=full4k chars

Arguments

userId=me, id=ca2d801f-8246-57de-8f57-7067752305c4, format=full

Output

success: true
error_message: null
tools_list: null
tool_result:
  success: true
  result: 
    id: ca2d801f-8246-57de-8f57-7067752305c4
    snippet: So Im out 1200 because you guys declined a dispute and there's no way you contacted the merchant. If you can not fix this i will Contact the police department and take you guys to court. This is the …
    historyId: 13924
    messages:
      -
        id: 8d8f1356-f301-56f7-b841-8ff63e02c714
        threadId: ca2d801f-8246-57de-8f57-7067752305c4
        labelIds: []
        snippet: So Im out 1200 because you guys declined a dispute and there's no way you contacted the merchant. If you can not fix this i will Contact the police department and take you guys to court. This is the …
        historyId: 13918
        internalDate: 1645458632000
        sizeEstimate: 508
        classificationLabelValues: []
        payload: {}

… 3,021 more characters of output in the raw trajectory.

9chat_post_message1

Tool execution only — no assistant text

chat_post_messagechannel=C2D0DA053, text=Representative pending fraud-related support tickets reviewed: - 32265 - 24111 - 26073

Arguments

channel=C2D0DA053, text=Representative pending fraud-related support tickets reviewed:
- 32265
- 24111
- 26073

Output

ok: true
channel: C2D0DA053
ts: 1785562110.193760
message:
  ts: 1785562110.193760
  user: PERSON_106452_SLACK_ID
  text: |
    Representative pending fraud-related support tickets reviewed:
    - 32265
    - 24111
    - 26073
  type: message

10{ "memo": "Subject: Fraud-related customer impact scan\n\nI searched across the mailbox without restricting to a quarter…
{
"memo": "Subject: Fraud-related customer impact scan\n\nI searched across the mailbox without restricting to a quarter and found roughly 10 fraud-related customer threads / 12 matching messages. The common responder was the support/Concierge mailbox PERSON_103561_NAME <PERSON_103561_EMAIL>; inbound senders were mostly one-off individual customers, plus one Shopify fraud-risk alert sender. Highest-risk email threads I opened and verified included: (1) “Fraudulent Activity” — an account co-cardholder asked support to contact the cardholder ASAP about fraudulent activity on card ending 9495; no support response was present in that thread. (2) “Believe someone opened an account in my name” — customer reported fraud/identity theft and believed an account had been opened in their name; support confirmed an account using those details had existed but was closed, and declined to share further details due policy/regulatory limits. (3) “Re: [ORGANIZATION_0001] Joint Cards Application Review - Documentation Needed” — recipient said they did not register, requested cancellation evidence, and said they had placed a ChexSystems freeze. (4) “Declined dispute.” — customer alleged a $1,200 dispute was wrongly declined, said the account had been compromised a second time, and threatened police/court; support’s response stated an investigation with card/payment partners found no error.\n\nSupport queue: I searched for pending fraud-related tickets, excluding open/resolved/closed by using Freshdesk pending status. There were no pending tickets tagged fraud or typed Fraud/Dispute, but subject-based pending searches found small clusters: 3 with fraud/fraudulent, 3 with unauthorized, and 6 with dispute. I reviewed three representative pending cases: ticket 32265, “Unauthorized Transaction” — customer reported an unauthorized $46.64 virtual debit card charge from “Msft Ekonfq”; handling included autoresponse/FAQ and a dispute-process message explaining card replacement/suspension and a
… 826 more characters in the raw trajectory.
11{"memo": "Subject: Fraud-related customer impact scan\n\nI searched across the mailbox without restricting to a quarter…
{"memo": "Subject: Fraud-related customer impact scan\n\nI searched across the mailbox without restricting to a quarter and found roughly 10 fraud-related customer threads / 12 matching messages. The common responder was the support/Concierge mailbox PERSON_103561_NAME <PERSON_103561_EMAIL>; inbound senders were mostly one-off individual customers, plus one Shopify fraud-risk alert sender. Highest-risk email threads I opened and verified included: (1) “Fraudulent Activity” — an account co-cardholder asked support to contact the cardholder ASAP about fraudulent activity on card ending 9495; no support response was present in that thread. (2) “Believe someone opened an account in my name” — customer reported fraud/identity theft and believed an account had been opened in their name; support confirmed an account using those details had existed but was closed, and declined to share further details due policy/regulatory limits. (3) “Re: [ORGANIZATION_0001] Joint Cards Application Review - Documentation Needed” — recipient said they did not register, requested cancellation evidence, and said they had placed a ChexSystems freeze. (4) “Declined dispute.” — customer alleged a $1,200 dispute was wrongly declined, said the account had been compromised a second time, and threatened police/court; support’s response stated an investigation with card/payment partners found no error.\n\nSupport queue: I searched for pending fraud-related tickets, excluding open/resolved/closed by using Freshdesk pending status. There were no pending tickets tagged fraud or typed Fraud/Dispute, but subject-based pending searches found small clusters: 3 with fraud/fraudulent, 3 with unauthorized, and 6 with dispute. I reviewed three representative pending cases: ticket 32265, “Unauthorized Transaction” — customer reported an unauthorized $46.64 virtual debit card charge from “Msft Ekonfq”; handling included autoresponse/FAQ and a dispute-process message explaining card replacement/suspension and aski
… 820 more characters in the raw trajectory.

1 failure mode across 6 verifier failures

1Wrong answerView on Failure Modes ↗Answer1 failure
Failure evidence · per affected verifier