Q4 Fraud Impact Report - Email & Ticket InvestigationRisk & Fraud
All trialsGPT-5.5Trial 01
Trial reward
GPT-5.5Fail
Trial 01 — 3rd of 10 by reward score. This model averages 47.3% across 10 trials on this task.
- 5/11Checks passed
- 24Turns
- 63Tool calls
- 2.7mTime
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_failedslack_lists_ticket_20644Fail
Reason
assertion_failed- avoided_deletionsLLMPass
- avoided_ticket_status_changesLLMPass
checked_conversations_ticket_11533LLMFail
Reason
assertion_failedchecked_conversations_ticket_20644LLMFail
Reason
assertion_failedfound_fraud_ticket_11533LLMFail
Reason
assertion_failedfound_fraud_ticket_20644LLMFail
Reason
assertion_failed
User prompt → 24 turns · 63 tool calls → final response
1list_threads, list_messages, search_tickets5
Tool execution only — no assistant text
list_threadsuserId=me, q=fraud OR fraudulent OR unauthorized OR "account takeover" OR suspicious OR scam, maxResults=100
Arguments
userId=me, q=fraud OR fraudulent OR unauthorized OR "account takeover" OR suspicious OR scam, maxResults=100
Output
success: true error_message: null tools_list: null tool_result: success: true result: threads: - id: 69d40faf-863d-573d-9c22-88d7cbc3c4de snippet: Hello [ORGANIZATION_0001] team! I did use a typo in my email invite to my wife which seems to have resulted in PERSON_65175_NAME being caught up in all these. Please do remove her email! On [DATE_142… historyId: 6824 messages: - id: e7f07192-8a12-52b8-97a8-9b7185418edd threadId: 69d40faf-863d-573d-9c22-88d7cbc3c4de labelIds: [] snippet: Hello [ORGANIZATION_0001] team! I did use a typo in my email invite to my wife which seems to have resulted in PERSON_65175_NAME being caught up in all these. Please do remove her email! On [DATE_142… historyId: 6822 internalDate: 1636137999000 sizeEstimate: 3605… 3,022 more characters of output in the raw trajectory.
list_messagesuserId=me, q=fraud OR fraudulent OR unauthorized OR "account takeover" OR suspicious OR scam, maxResults=500
Arguments
userId=me, q=fraud OR fraudulent OR unauthorized OR "account takeover" OR suspicious OR scam, maxResults=500
Output
success: true error_message: null tools_list: null tool_result: success: true result: messages: - id: 6d8765ee-7c21-5299-9a48-cbfa5db98d9d threadId: e69c31fe-462a-5d62-b10a-3dac3ee3d709 - id: 44238ef2-fd06-5bdd-9ec1-ef83a631026a threadId: c70af82f-3958-5f35-b91c-cd1fb2882134 - id: e960be8b-bb90-5bb9-98fc-e1c63a41a539 threadId: ecea34af-b2fe-532a-9b51-d1afbfe33735 - id: a63e331d-fe51-5c4f-81df-0fd1266453c6 threadId: b69ecd11-299e-5d9d-824b-7ee7c5a5b730 - 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… 2,142 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
search_ticketsquery=status:3 AND tag:'unauthorized', page=1
Arguments
query=status:3 AND tag:'unauthorized', 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_tickets10
Tool execution only — no assistant text
get_threaduserId=me, id=e69c31fe-462a-5d62-b10a-3dac3ee3d709, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=e69c31fe-462a-5d62-b10a-3dac3ee3d709, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: e69c31fe-462a-5d62-b10a-3dac3ee3d709 snippet: Verify your login for PERSON_103561_EMAIL We detected a suspicious login attempt for your Shopify account (PERSON_103561_EMAIL). If this was you, use the verification code below to log in securely. 7… historyId: 11659 messages: - id: 6d8765ee-7c21-5299-9a48-cbfa5db98d9d threadId: e69c31fe-462a-5d62-b10a-3dac3ee3d709 labelIds: [] snippet: Verify your login for PERSON_103561_EMAIL We detected a suspicious login attempt for your Shopify account (PERSON_103561_EMAIL). If this was you, use the verification code below to log in securely. 7… historyId: 11659 internalDate: 1709927297000 sizeEstimate: 1004 classificationLabelValues: [] payload: {}… 696 more characters of output in the raw trajectory.
get_threaduserId=me, id=c70af82f-3958-5f35-b91c-cd1fb2882134, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=c70af82f-3958-5f35-b91c-cd1fb2882134, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: c70af82f-3958-5f35-b91c-cd1fb2882134 snippet: Hey there! MASTERCARD has notified us that the virtual debit card you have ending in digits 1242 was part of a merchant database that may have been compromised. To defend against potential fraud we h… historyId: 6708 messages: - id: 44238ef2-fd06-5bdd-9ec1-ef83a631026a threadId: c70af82f-3958-5f35-b91c-cd1fb2882134 labelIds: [] snippet: Hey there! MASTERCARD has notified us that the virtual debit card you have ending in digits 1242 was part of a merchant database that may have been compromised. To defend against potential fraud we h… historyId: 6708 internalDate: 1698089159000 sizeEstimate: 2005 classificationLabelValues: [] payload: {}… 696 more characters of output in the raw trajectory.
get_threaduserId=me, id=ecea34af-b2fe-532a-9b51-d1afbfe33735, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=ecea34af-b2fe-532a-9b51-d1afbfe33735, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
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: {}… 3,020 more characters of output in the raw trajectory.
get_threaduserId=me, id=b69ecd11-299e-5d9d-824b-7ee7c5a5b730, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=b69ecd11-299e-5d9d-824b-7ee7c5a5b730, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
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: {}… 2,091 more characters of output in the raw trajectory.
get_threaduserId=me, id=39b5fa13-5606-5bf8-ba0a-0b513edcad4d, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=39b5fa13-5606-5bf8-ba0a-0b513edcad4d, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
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: ""… 3,020 more characters of output in the raw trajectory.
get_threaduserId=me, id=b993ddfb-bb7e-5eb6-b007-704e92afd27a, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=b993ddfb-bb7e-5eb6-b007-704e92afd27a, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
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: {}… 1,751 more characters of output in the raw trajectory.
get_threaduserId=me, id=bd24692e-64a1-5cce-a8e3-473a51115966, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=bd24692e-64a1-5cce-a8e3-473a51115966, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: bd24692e-64a1-5cce-a8e3-473a51115966 snippet: Howdy do [PERSON_NAME_16272], Hoping all is well with you two! We're reaching out because we see that you were recently looking into funding your account. Did you have any questions around that, or i… historyId: 29602 messages: - id: 63f7b1a6-9dd0-580a-a0c4-253fcf895912 threadId: bd24692e-64a1-5cce-a8e3-473a51115966 labelIds: [] snippet: Howdy do [PERSON_NAME_16272], Hoping all is well with you two! We're reaching out because we see that you were recently looking into funding your account. Did you have any questions around that, or i… historyId: 29598 internalDate: 1655251638000 sizeEstimate: 1583 classificationLabelValues: [] payload: {}… 3,020 more characters of output in the raw trajectory.
get_threaduserId=me, id=6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
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: {}… 3,020 more characters of output in the raw trajectory.
search_ticketsquery=status:3 AND tag:'scam', page=1
Arguments
query=status:3 AND tag:'scam', 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 tag:'suspicious', page=1
Arguments
query=status:3 AND tag:'suspicious', page=1
Output
success: true error_message: null tools_list: null tool_result: total: 0 results: [] status_code: 200 is_error: false
3search_tickets1
Tool execution only — no assistant text
search_ticketsquery=status:3, page=1
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.
4list_all_tickets3
Tool execution only — no assistant text
list_all_ticketsupdated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=1, include=description,requester
Arguments
updated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=1, include=description,requester
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.
list_all_ticketsupdated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=2, include=description,requester
Arguments
updated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=2, include=description,requester
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: 16237 priority: 1 requester_id: null responder_id: null source: 2 status: 3 subject: Welcome to your first transaction! to_emails: null id: 91985 type: null created_at: 2025-05-09T16:34:30Z updated_at: 2025-05-09T16:34:30Z due_by: null fr_due_by: null is_escalated: false structured_description: description_contents: - type: text data: content: Welcome to your first transaction! custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false source_id: 6227341 description: Welcome to your first transaction! description_text: Welcome to your first transaction! requester: id: null email: null mobile: null name: null phone: null - {}… 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=3, include=description,requester
Arguments
updated_since=2020-01-01T00:00:00Z, order_by=updated_at, order_type=desc, per_page=100, page=3, include=description,requester
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: 7934 priority: 1 requester_id: null responder_id: null source: 2 status: 3 subject: Welcome to your first transaction! to_emails: null id: 91884 type: null created_at: 2025-05-09T16:20:19Z updated_at: 2025-05-09T16:20:19Z due_by: null fr_due_by: null is_escalated: false structured_description: description_contents: - type: text data: content: Welcome to your first transaction! custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false source_id: 6226168 description: Welcome to your first transaction! description_text: Welcome to your first transaction! requester: id: null email: null mobile: null name: null phone: null - {}… 3,021 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 tag:'dispute', page=1
Arguments
query=status:3 AND 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=status:3 AND tag:'card', page=1
Arguments
query=status:3 AND tag:'card', 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 tag:'account_takeover', page=1
Arguments
query=status:3 AND tag:'account_takeover', 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 tag:'ato', page=1
Arguments
query=status:3 AND tag:'ato', page=1
Output
success: true error_message: null tools_list: null tool_result: total: 0 results: [] status_code: 200 is_error: false
6search_tickets4
Tool execution only — no assistant text
search_ticketsquery=status:3 AND created_at:>'2025-01-01', page=1
Arguments
query=status:3 AND created_at:>'2025-01-01', page=1
Output
success: true error_message: null tools_list: null tool_result: total: 2971 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: 81268 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: 2025-01-01T00:16:48Z updated_at: 2025-01-01T00:16:49Z 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 AND created_at:>'2025-01-01', page=2
Arguments
query=status:3 AND created_at:>'2025-01-01', page=2
Output
success: true error_message: null tools_list: null tool_result: total: 2971 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: 81318 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: 2025-01-01T22:42:15Z updated_at: 2025-01-01T22:42:15Z 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 AND created_at:>'2024-01-01' AND created_at:<'2025-01-01', page=1
Arguments
query=status:3 AND created_at:>'2024-01-01' AND created_at:<'2025-01-01', page=1
Output
success: true error_message: null tools_list: null tool_result: total: 7764 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: Hey... to_emails: null id: 56635 type: null due_by: null fr_due_by: null is_escalated: false structured_description: description_contents: - type: text data: content: Hey... description: Hey... created_at: 2024-01-01T00:48:11Z updated_at: 2024-01-01T00:48:11Z custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false source_id: 4392864 - 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… 3,031 more characters of output in the raw trajectory.
search_ticketsquery=status:3 AND created_at:>'2023-01-01' AND created_at:<'2024-01-01', page=1
Arguments
query=status:3 AND created_at:>'2023-01-01' AND created_at:<'2024-01-01', page=1
Output
success: true error_message: null tools_list: null tool_result: total: 12812 results: - cc_emails: [] fwd_emails: [] reply_cc_emails: [] fr_escalated: false spam: false email_config_id: null group_id: 9287 priority: 1 requester_id: null responder_id: 42 source: 2 status: 3 subject: Get help to_emails: null id: 35007 type: null due_by: null fr_due_by: null is_escalated: false structured_description: description_contents: - type: text data: content: Get help description: Get help created_at: 2023-01-01T00:32:04Z updated_at: 2023-01-04T10:00:00Z custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false received_helpdesk_autoresponse: 2023-01-01 00:32:05.022748 - cc_emails: [] fwd_emails: [] reply_cc_emails: [] fr_escalated: false spam: false email_config_id: null group_id: null priority: 1… 3,030 more characters of output in the raw trajectory.
7list_tables1
Tool execution only — no assistant text
list_tablescatalog_name=zeta3, schema_name=rds, max_results=50, omit_columns=true, omit_properties=true, omit_username=true
Arguments
catalog_name=zeta3, schema_name=rds, max_results=50, omit_columns=true, omit_properties=true, omit_username=true
Output
tables: - name: account_applications catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.account_applications storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-15T04:58:37+00:00 updated_at: 2026-07-15T04:58:37+00:00 - name: account_ownerships catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.account_ownerships storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-15T04:58:43+00:00 updated_at: 2026-07-15T04:58:43+00:00 - name: account_person_applications catalog_name: zeta3 schema_name: rds table_type: E… 11,021 more characters of output in the raw trajectory.
8get_table1
Tool execution only — no assistant text
get_tablefull_name=zeta3.rds.ticketsERR
Arguments
full_name=zeta3.rds.tickets
Output
API call failed with status 404: { "error_code": "RESOURCE_DOES_NOT_EXIST", "message": "Table 'zeta3.rds.tickets' not found in Zeta3 catalog" }9list_tables1
Tool execution only — no assistant text
list_tablescatalog_name=zeta3, schema_name=rds, max_results=50, page_token=50, omit_columns=true, omit_properties=true, omit_username=true
Arguments
catalog_name=zeta3, schema_name=rds, max_results=50, page_token=50, omit_columns=true, omit_properties=true, omit_username=true
Output
tables: - name: kyc_data catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.kyc_data storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-15T05:19:02+00:00 updated_at: 2026-07-15T05:19:02+00:00 - name: ledger_items catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.ledger_items storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-15T05:19:17+00:00 updated_at: 2026-07-15T05:19:17+00:00 - name: limit_restriction_changes catalog_name: zeta3 schema_name: rds table_type: EXTERNAL… 11,021 more characters of output in the raw trajectory.
10list_tables1
Tool execution only — no assistant text
list_tablescatalog_name=zeta3, schema_name=rds, max_results=50, page_token=100, omit_columns=true, omit_properties=true, omit_username=true
Arguments
catalog_name=zeta3, schema_name=rds, max_results=50, page_token=100, omit_columns=true, omit_properties=true, omit_username=true
Output
tables: - name: cohorts catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.cohorts storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-24T23:19:15+00:00 updated_at: 2026-07-24T23:19:15+00:00 - name: comment_read_receipts catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.comment_read_receipts storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb created_at: 2026-07-24T23:19:15+00:00 updated_at: 2026-07-24T23:19:15+00:00 - name: companions catalog_name: zeta3 schema_name: rds table_type: EXTERNAL… 11,021 more characters of output in the raw trajectory.
11get_table1
Tool execution only — no assistant text
get_tablefull_name=zeta3.rds.conversations
Arguments
full_name=zeta3.rds.conversations
Output
name: conversations catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.conversations storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 91262 zeta3.sample_row_count: 91262 zeta3.as_of_enforced: true columns: - name: id type_name: BIGINT type_text: BIGINT position: 0 nullable: true comment: "" - name: source_type type_name: VARCHAR type_text: VARCHAR position: 1 nullable: true comment: "" - name: source_id type_name: BIGINT type_text: BIGINT position: 2 nullable: true comment: "" - name: chat_enabled… 3,477 more characters of output in the raw trajectory.
12get_table5
Tool execution only — no assistant text
get_tablefull_name=zeta3.rds.content_updates
Arguments
full_name=zeta3.rds.content_updates
Output
name: content_updates catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.content_updates storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 14 zeta3.sample_row_count: 14 zeta3.as_of_enforced: true columns: - name: id type_name: BIGINT type_text: BIGINT position: 0 nullable: true comment: "" - name: title type_name: VARCHAR type_text: VARCHAR position: 1 nullable: true comment: "" - name: body type_name: VARCHAR type_text: VARCHAR position: 2 nullable: true comment: "" - name: creator_id type_name: BIGINT… 1,429 more characters of output in the raw trajectory.
get_tablefull_name=zeta3.rds.admin_notes
Arguments
full_name=zeta3.rds.admin_notes
Output
name: admin_notes catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.admin_notes storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 2567 zeta3.sample_row_count: 2567 zeta3.as_of_enforced: true columns: - name: id type_name: INT type_text: INT position: 0 nullable: true comment: "" - name: creator_id type_name: INT type_text: INT position: 1 nullable: true comment: "" - name: creator_type type_name: STRING type_text: STRING position: 2 nullable: true comment: "" - name: source_id type_name: INT… 912 more characters of output in the raw trajectory.
get_tablefull_name=zeta3.rds.admins
Arguments
full_name=zeta3.rds.admins
Output
name: admins catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.admins storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 19 zeta3.sample_row_count: 19 zeta3.as_of_enforced: true columns: - name: id type_name: BIGINT type_text: BIGINT position: 0 nullable: true comment: "" - name: first_name type_name: VARCHAR type_text: VARCHAR position: 1 nullable: true comment: "" - name: last_name type_name: VARCHAR type_text: VARCHAR position: 2 nullable: true comment: "" - name: email type_name: VARCHAR… 3,163 more characters of output in the raw trajectory.
get_tablefull_name=zeta3.rds.conversation_categories
Arguments
full_name=zeta3.rds.conversation_categories
Output
name: conversation_categories catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.conversation_categories storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 55 zeta3.sample_row_count: 55 zeta3.as_of_enforced: true columns: - name: id type_name: BIGINT type_text: BIGINT position: 0 nullable: true comment: "" - name: name type_name: VARCHAR type_text: VARCHAR position: 1 nullable: true comment: "" - name: created_at type_name: TIMESTAMP type_text: TIMESTAMP position: 2 nullable: true comment: "" - name: updated_at… 294 more characters of output in the raw trajectory.
get_tablefull_name=zeta3.rds.conversation_category_conversations
Arguments
full_name=zeta3.rds.conversation_category_conversations
Output
name: conversation_category_conversations catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: "" full_name: zeta3.rds.conversation_category_conversations storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-2 zeta3.total_row_count: 41023 zeta3.sample_row_count: 41023 zeta3.as_of_enforced: true columns: - name: id type_name: BIGINT type_text: BIGINT position: 0 nullable: true comment: "" - name: conversation_id type_name: BIGINT type_text: BIGINT position: 1 nullable: true comment: "" - name: conversation_category_id type_name: BIGINT type_text: BIGINT position: 2 nullable: true comment: ""… 511 more characters of output in the raw trajectory.
13get_table1
Tool execution only — no assistant text
get_tablefull_name=zeta3.rds.comments
Arguments
full_name=zeta3.rds.comments
Output
name: comments catalog_name: zeta3 schema_name: rds table_type: EXTERNAL data_source_format: CSV comment: Support comments: free-text body, stripped_body, embedded PII full_name: zeta3.rds.comments storage_location: file:///gyms/zeta3_sql/app/data/zeta3/zeta3.duckdb properties: zeta3.delivery: delivery-1 zeta3.total_row_count: 308106 zeta3.sample_row_count: 308106 zeta3.as_of_enforced: true columns: - name: id type_name: INT type_text: INT position: 0 nullable: true comment: "" - name: body type_name: STRING type_text: STRING position: 1 nullable: true comment: PII: class.email_address|class.location|class.name|class.phone_number|class.url - name: creator_id type_name: INT type_text: INT… 4,522 more characters of output in the raw trajectory.
14execute_sql_statement1
Tool execution only — no assistant text
execute_sql_statementcatalog=zeta3, schema=rds, wait_timeout=10s, row_limit=50, statement=WITH fraud_convos AS ( SELECT DISTINCT c.id FROM conversations c LEFT JOIN comments cm ON cm.conversation_id = c.id AND cm.deleted_at IS NULL WHERE (c.helpdesk_status = 'pending' OR c.status = 'pending') AND c.resolved_at IS NULL AND ( lower(coalesce(c.subject,'')) LIKE '%fraud%' OR lower(coalesce(c.subject,'')) LIKE '%unauthor%' OR lower(coalesce(c.subject,'')) LIKE '%scam%' OR lower(coalesce(c.subject,'')) LIKE '%hack%' OR lower(coalesce(c.subject,'')) LIKE '%stolen%' OR l
Arguments
catalog=zeta3, schema=rds, wait_timeout=10s, row_limit=50, statement=WITH fraud_convos AS ( SELECT DISTINCT c.id FROM conversations c LEFT JOIN comments cm ON cm.conversation_id = c.id AND cm.deleted_at IS NULL WHERE (c.helpdesk_status = 'pending' OR c.status = 'pending') AND c.resolved_at IS NULL AND ( lower(coalesce(c.subject,'')) LIKE '%fraud%' OR lower(coalesce(c.subject,'')) LIKE '%unauthor%' OR lower(coalesce(c.subject,'')) LIKE '%scam%' OR lower(coalesce(c.subject,'')) LIKE '%hack%' OR lower(coalesce(c.subject,'')) LIKE '%stolen%' OR l… 1,244 more characters of arguments in the raw trajectory.
Output
statement_id: 98642a40-39bd-4063-8777-d41fc42b31b7 status: state: SUCCEEDED manifest: format: JSON_ARRAY schema: column_count: 13 columns: - name: id position: 0 type_name: LONG type_text: BIGINT type_precision: null type_scale: null type_interval_type: null - name: subject position: 1 type_name: STRING type_text: VARCHAR type_precision: null type_scale: null type_interval_type: null - name: created_at position: 2 type_name: TIMESTAMP type_text: TIMESTAMP type_precision: null type_scale: null type_interval_type: null - name: updated_at… 11,021 more characters of output in the raw trajectory.
15get_ticket_by_id, get_conversations_of_a_ticket6
Tool execution only — no assistant text
get_ticket_by_idid=90798, include=conversations,requester,stats
Arguments
id=90798, include=conversations,requester,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: 1663 priority: 1 requester_id: null responder_id: 42 source: 2 status: 5 subject: Let Mobile - 6166613 id: 90798 type: null to_emails: null fr_escalated: false spam: false urgent: false is_escalated: false created_at: 2025-04-12T18:16:50Z updated_at: 2025-05-08T17:03:08Z due_by: null fr_due_by: null description_text: Let Mobile - 6166613 description: Let Mobile - 6166613 custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false received_helpdesk_autoresponse: 2025-04-12 18:16:50.411696 sam_disabled_at: 2025-04-14 13:41:48.832962 tags: [] conversations: - body_text: | Let Mobile -$21.19 [DATE_113459] Fraudulent transaction, we didn’t make this. <!--cx_source_data:{"format":"t… 3,020 more characters of output in the raw trajectory.
get_conversations_of_a_ticketid=90798, page=1
Arguments
id=90798, page=1
Output
success: true error_message: null tools_list: null tool_result: - body_text: | Let Mobile -$21.19 [DATE_113459] Fraudulent transaction, we didn’t make this. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> body: | Let Mobile -$21.19 [DATE_113459] Fraudulent transaction, we didn’t make this. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> structured_body: null id: 305179 incoming: true private: false user_id: 1214 support_email: null source: 0 ticket_id: 90798 created_at: 2025-04-12T18:16:50Z updated_at: 2025-04-12T18:16:50Z 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_6251]! I'll get back to you within [DATE_2770] or less. Meanwhile, you might find a quick answer in our frequently… 2,495 more characters of output in the raw trajectory.
get_ticket_by_idid=90942, include=conversations,requester,stats
Arguments
id=90942, include=conversations,requester,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: 10142 priority: 1 requester_id: null responder_id: null source: 2 status: 5 subject: ABCmouse.com - 6185168 id: 90942 type: null to_emails: null fr_escalated: false spam: false urgent: false is_escalated: false created_at: 2025-04-20T10:51:48Z updated_at: 2025-05-08T17:03:56Z due_by: null fr_due_by: null description_text: ABCmouse.com - 6185168 description: ABCmouse.com - 6185168 custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false received_helpdesk_autoresponse: 2025-04-20 10:51:48.610712 tags: [] conversations: - body_text: | ABCmouse.com -$14.99 [DATE_113518] this is an unauthorized transaction I contacted the vendor and couldn't find anything in [PERSON_NAME_0003] system. <!-… 2,501 more characters of output in the raw trajectory.
get_conversations_of_a_ticketid=90942, page=1
Arguments
id=90942, page=1
Output
success: true error_message: null tools_list: null tool_result: - body_text: | ABCmouse.com -$14.99 [DATE_113518] this is an unauthorized transaction I contacted the vendor and couldn't find anything in [PERSON_NAME_0003] system. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> body: | ABCmouse.com -$14.99 [DATE_113518] this is an unauthorized transaction I contacted the vendor and couldn't find anything in [PERSON_NAME_0003] system. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> structured_body: null id: 305898 incoming: true private: false user_id: 64592 support_email: null source: 0 ticket_id: 90942 created_at: 2025-04-20T10:51:48Z updated_at: 2025-04-20T10:51:48Z from_email: null to_emails: [] cc_emails: [] bcc_emails: [] last_edited_at: null last_edited_user_id: null - body_text: Thanks fo… 1,569 more characters of output in the raw trajectory.
get_ticket_by_idid=90816, include=conversations,requester,stats
Arguments
id=90816, include=conversations,requester,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: 1663 priority: 1 requester_id: null responder_id: 42 source: 2 status: 5 subject: Let Mobile - 6166610 id: 90816 type: null to_emails: null fr_escalated: false spam: false urgent: false is_escalated: false created_at: 2025-04-13T11:30:24Z updated_at: 2025-04-21T14:19:47Z due_by: null fr_due_by: null description_text: Let Mobile - 6166610 description: Let Mobile - 6166610 custom_fields: chat_enabled: false helpdesk: false is_welcome: false product_raised: false received_helpdesk_autoresponse: 2025-04-13 11:30:24.678462 sam_disabled_at: 2025-04-14 13:42:04.283799 tags: [] conversations: - body_text: | Let Mobile -$35.31 [DATE_113459] This is a fraudulent transaction. Neither [PERSON_NAME_5326] or [PERSON_NAME_37929]… 3,020 more characters of output in the raw trajectory.
get_conversations_of_a_ticketid=90816, page=1
Arguments
id=90816, page=1
Output
success: true error_message: null tools_list: null tool_result: - body_text: | Let Mobile -$35.31 [DATE_113459] This is a fraudulent transaction. Neither [PERSON_NAME_5326] or [PERSON_NAME_37929] made this transaction. Please cancel and refund it asap. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> body: | Let Mobile -$35.31 [DATE_113459] This is a fraudulent transaction. Neither [PERSON_NAME_5326] or [PERSON_NAME_37929] made this transaction. Please cancel and refund it asap. <!--cx_source_data:{"format":"text","flagged_for_sam":"FALSE","sam_responded":"FALSE"}--> structured_body: null id: 305231 incoming: true private: false user_id: 1214 support_email: null source: 0 ticket_id: 90816 created_at: 2025-04-13T11:30:24Z updated_at: 2025-04-13T11:30:24Z from_email: null to_emails: [] cc_emails: [] bcc_emails: [] last_edited_at: null… 2,691 more characters of output in the raw trajectory.
16get_thread8
Tool execution only — no assistant text
get_threaduserId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=05cd7869-df18-5d12-9907-fed0d4da37a3, format=metadata, metadataHeaders=["From", "To", "Cc", "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", "Cc", "Subject", "Date"]
Arguments
userId=me, id=9d229235-2f43-5f68-b015-72e65bf0994d, format=metadata, metadataHeaders=["From", "To", "Cc", "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", "Cc", "Subject", "Date"]
Arguments
userId=me, id=ca2d801f-8246-57de-8f57-7067752305c4, format=metadata, metadataHeaders=["From", "To", "Cc", "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", "Cc", "Subject", "Date"]
Arguments
userId=me, id=daf96f1d-b939-5625-8fb9-28d741d5dc76, format=metadata, metadataHeaders=["From", "To", "Cc", "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=69d40faf-863d-573d-9c22-88d7cbc3c4de, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=69d40faf-863d-573d-9c22-88d7cbc3c4de, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: 69d40faf-863d-573d-9c22-88d7cbc3c4de snippet: Hello [ORGANIZATION_0001] team! I did use a typo in my email invite to my wife which seems to have resulted in PERSON_65175_NAME being caught up in all these. Please do remove her email! On [DATE_142… historyId: 6824 messages: - id: e7f07192-8a12-52b8-97a8-9b7185418edd threadId: 69d40faf-863d-573d-9c22-88d7cbc3c4de labelIds: [] snippet: Hello [ORGANIZATION_0001] team! I did use a typo in my email invite to my wife which seems to have resulted in PERSON_65175_NAME being caught up in all these. Please do remove her email! On [DATE_142… historyId: 6822 internalDate: 1636137999000 sizeEstimate: 3605 classificationLabelValues: [] payload: {}… 3,020 more characters of output in the raw trajectory.
get_threaduserId=me, id=e317721b-5453-542a-8860-087fd9b5f568, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=e317721b-5453-542a-8860-087fd9b5f568, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: e317721b-5453-542a-8860-087fd9b5f568 snippet: Hi there, PERSON_77404_NAME! Thanks for your note. I've actually sent a few messages to you but totally hear that you may be having trouble seeing them from within the app. It's a high priority to ge… historyId: 12722 messages: - id: 2a2443b5-73f7-5ab1-923c-9208e0c80e9e threadId: e317721b-5453-542a-8860-087fd9b5f568 labelIds: [] snippet: Hi there, PERSON_77404_NAME! Thanks for your note. I've actually sent a few messages to you but totally hear that you may be having trouble seeing them from within the app. It's a high priority to ge… historyId: 12712 internalDate: 1615515726000 sizeEstimate: 3458 classificationLabelValues: [] payload: {}… 3,021 more characters of output in the raw trajectory.
get_threaduserId=me, id=82a70048-548e-55f2-b881-5b29c9dece9b, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=82a70048-548e-55f2-b881-5b29c9dece9b, format=metadata, metadataHeaders=["From", "To", "Cc", "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.
get_threaduserId=me, id=f5362e11-3ce4-5212-8251-11cfde2373e8, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Arguments
userId=me, id=f5362e11-3ce4-5212-8251-11cfde2373e8, format=metadata, metadataHeaders=["From", "To", "Cc", "Subject", "Date"]
Output
success: true error_message: null tools_list: null tool_result: success: true result: id: f5362e11-3ce4-5212-8251-11cfde2373e8 snippet: Hi there, [PERSON_NAME_6553], Are you ready? We’ve got good news coming your way. Keep an eye on your inbox later this week for your special access to [ORGANIZATION_0001]'s Joint Cards (https://t.yes… historyId: 1720 messages: - id: c2ab5ec3-518d-5144-83a8-33b050c97ab3 threadId: f5362e11-3ce4-5212-8251-11cfde2373e8 labelIds: [] snippet: Hi there, [PERSON_NAME_6553], Are you ready? We’ve got good news coming your way. Keep an eye on your inbox later this week for your special access to [ORGANIZATION_0001]'s Joint Cards (https://t.yes… historyId: 1709 internalDate: 1606771113000 sizeEstimate: 3114 classificationLabelValues: []… 3,021 more characters of output in the raw trajectory.
17get_thread4
Tool execution only — no assistant text
get_threaduserId=me, id=39b5fa13-5606-5bf8-ba0a-0b513edcad4d, format=full
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=9d229235-2f43-5f68-b015-72e65bf0994d, format=full
Arguments
userId=me, id=9d229235-2f43-5f68-b015-72e65bf0994d, format=full
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: {}… 3,021 more characters of output in the raw trajectory.
get_threaduserId=me, id=6b6dc07a-0278-54b9-b4e6-5d82a6d8bb4d, format=full
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.
get_threaduserId=me, id=ecea34af-b2fe-532a-9b51-d1afbfe33735, format=full
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.
18search_tickets1
Tool execution only — no assistant text
search_ticketsquery=status:3 AND created_at:>'2025-04-01', page=10
Arguments
query=status:3 AND created_at:>'2025-04-01', page=10
Output
success: true error_message: null tools_list: null tool_result: total: 792 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: Closing your account to_emails: null id: 91117 type: null due_by: null fr_due_by: null is_escalated: false structured_description: description_contents: - type: text data: content: Closing your account description: Closing your account created_at: 2025-04-23T13:15:09Z updated_at: 2025-04-24T10:00:02Z 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… 3,021 more characters of output in the raw trajectory.
19conversations_create1
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: C91F940DC name: q4-fraud-impact is_channel: true is_group: false is_im: false created: 1785561797 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: 1785561797.000000 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: 020chat_post_message1
Tool execution only — no assistant text
chat_post_messagechannel=C91F940DC, text=Representative pending fraud-related ticket IDs reviewed: - 90798 - 90816 - 90942
Arguments
channel=C91F940DC, text=Representative pending fraud-related ticket IDs reviewed: - 90798 - 90816 - 90942
Output
ok: true channel: C91F940DC ts: 1785561799.737457 message: ts: 1785561799.737457 user: PERSON_106452_SLACK_ID text: | Representative pending fraud-related ticket IDs reviewed: - 90798 - 90816 - 90942 type: message21execute_sql_statement1
Tool execution only — no assistant text
execute_sql_statementcatalog=zeta3, schema=rds, wait_timeout=10s, row_limit=100, statement=SELECT coalesce(status,'NULL') AS status, coalesce(helpdesk_status,'NULL') AS helpdesk_status, count(*) AS n FROM conversations GROUP BY 1,2 ORDER BY n DESC
Arguments
catalog=zeta3, schema=rds, wait_timeout=10s, row_limit=100, statement=SELECT coalesce(status,'NULL') AS status, coalesce(helpdesk_status,'NULL') AS helpdesk_status, count(*) AS n FROM conversations GROUP BY 1,2 ORDER BY n DESC
Output
statement_id: b92e7641-2ff0-4269-b985-28bf11d17074 status: state: SUCCEEDED manifest: format: JSON_ARRAY schema: column_count: 3 columns: - name: status position: 0 type_name: STRING type_text: VARCHAR type_precision: null type_scale: null type_interval_type: null - name: helpdesk_status position: 1 type_name: STRING type_text: VARCHAR type_precision: null type_scale: null type_interval_type: null - name: n position: 2 type_name: LONG type_text: BIGINT type_precision: null type_scale: null type_interval_type: null total_chunk_count: 1… 1,868 more characters of output in the raw trajectory.
22execute_sql_statement1
Tool execution only — no assistant text
execute_sql_statementcatalog=zeta3, schema=rds, wait_timeout=10s, row_limit=30, statement=WITH fraud_convos AS ( SELECT DISTINCT c.id FROM conversations c LEFT JOIN comments cm ON cm.conversation_id = c.id AND cm.deleted_at IS NULL WHERE c.helpdesk_status = 'pending' AND c.status <> 'closed' AND c.resolved_at IS NULL AND ( lower(coalesce(c.subject,'')) LIKE '%fraud%' OR lower(coalesce(c.subject,'')) LIKE '%unauthor%' OR lower(coalesce(c.subject,'')) LIKE '%scam%' OR lower(coalesce(c.subject,'')) LIKE '%hack%' OR lower(coalesce(c.subject,'')) LIKE '%stolen%' O
Arguments
catalog=zeta3, schema=rds, wait_timeout=10s, row_limit=30, statement=WITH fraud_convos AS ( SELECT DISTINCT c.id FROM conversations c LEFT JOIN comments cm ON cm.conversation_id = c.id AND cm.deleted_at IS NULL WHERE c.helpdesk_status = 'pending' AND c.status <> 'closed' AND c.resolved_at IS NULL AND ( lower(coalesce(c.subject,'')) LIKE '%fraud%' OR lower(coalesce(c.subject,'')) LIKE '%unauthor%' OR lower(coalesce(c.subject,'')) LIKE '%scam%' OR lower(coalesce(c.subject,'')) LIKE '%hack%' OR lower(coalesce(c.subject,'')) LIKE '%stolen%' O… 1,163 more characters of arguments in the raw trajectory.
Output
statement_id: 1fa95cb2-108d-4c2a-b5a5-78171386b380 status: state: SUCCEEDED manifest: format: JSON_ARRAY schema: column_count: 11 columns: - name: id position: 0 type_name: LONG type_text: BIGINT type_precision: null type_scale: null type_interval_type: null - name: source_id position: 1 type_name: LONG type_text: BIGINT type_precision: null type_scale: null type_interval_type: null - name: subject position: 2 type_name: STRING type_text: VARCHAR type_precision: null type_scale: null type_interval_type: null - name: created_at position: 3… 11,021 more characters of output in the raw trajectory.
23{"memo":"Q4 fraud impact discovery memo\n\nEmail scope\n- Search terms used across the mailbox included fraud/fraudulent…
{"memo":"Q4 fraud impact discovery memo\n\nEmail scope\n- Search terms used across the mailbox included fraud/fraudulent, unauthorized, suspicious, scam, hacked/account takeover. I found 22 matching email messages across roughly 17 unique threads, spanning multiple years rather than only Q4.\n- Main responders were consistently the shared concierge/support mailbox (PERSON_103561_NAME <PERSON_103561_EMAIL>). Main customer senders varied; I did not see one repeat external sender dominating the mailbox sample.\n- Highest-risk email threads I opened and verified:\n - “Help” — customer PERSON_95605_NAME reported someone was using their account for fraudulent reasons, requested account closure and all account statements. Support initially directed them to use in-app Concierge; the customer replied they could not log in because they no longer had access to the phone/email on the account.\n - “Believe someone opened an account in my name” — customer PERSON_38398_NAME said they were dealing with fraud/identity theft and believed an account had been opened in their name. Support confirmed an account had used those details but had since been closed, and declined to provide further account details under policy/banking regulations.\n - “[ORGANIZATION_0001] Joint Cards Application Review - Documentation Needed” — two separate customers said they did not register/apply after receiving documentation-needed emails. In one thread, support said the application would be declined so no account would open; in another, support said the application had been declined per the customer’s request.\n - “Fraudulent Activity” — customer reported fraudulent card activity on a card ending 9495 and asked for immediate contact with the cardholder.\n - “Unauthorized charges” / “Declined dispute” — customers raised unauthorized charges/dispute concerns, including one escalated complaint about a declined $1,200 dispute.\n\nSupport queue\n- I searched pending support conversations/tickets for fraud-
… 1,748 more characters in the raw trajectory.
24{"memo": "Q4 fraud impact discovery memo\n\nEmail scope\n- Search terms used across the mailbox included fraud/fraudulen…
{"memo": "Q4 fraud impact discovery memo\n\nEmail scope\n- Search terms used across the mailbox included fraud/fraudulent, unauthorized, suspicious, scam, hacked/account takeover. I found 22 matching email messages across roughly 17 unique threads, spanning multiple years rather than only Q4.\n- Main responders were consistently the shared concierge/support mailbox (PERSON_103561_NAME <PERSON_103561_EMAIL>). Main customer senders varied; I did not see one repeat external sender dominating the mailbox sample.\n- Highest-risk email threads I opened and verified:\n - “Help” — customer PERSON_95605_NAME reported someone was using their account for fraudulent reasons, requested account closure and all account statements. Support initially directed them to use in-app Concierge; the customer replied they could not log in because they no longer had access to the phone/email on the account.\n - “Believe someone opened an account in my name” — customer PERSON_38398_NAME said they were dealing with fraud/identity theft and believed an account had been opened in their name. Support confirmed an account had used those details but had since been closed, and declined to provide further account details under policy/banking regulations.\n - “[ORGANIZATION_0001] Joint Cards Application Review - Documentation Needed” — two separate customers said they did not register/apply after receiving documentation-needed emails. In one thread, support said the application would be declined so no account would open; in another, support said the application had been declined per the customer’s request.\n - “Fraudulent Activity” — customer reported fraudulent card activity on a card ending 9495 and asked for immediate contact with the cardholder.\n - “Unauthorized charges” / “Declined dispute” — customers raised unauthorized charges/dispute concerns, including one escalated complaint about a declined $1,200 dispute.\n\nSupport queue\n- I searched pending support conversations/tickets for fraud
… 1,749 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