Chandler usage · session

Session

User: suzannah.weinfass@dext.com · Suzannah Weinfass
Started: 2026-09-10 08:14
Last activity: 2026-09-10 09:10
Questions: 6 (10 calls recorded — the difference is calls whose log write did not land)
Grouping: client — exact — the caller echoed the session id back to us
session_id: 5402db02-b4fd-466e-9f49-1828b8f1c6f4

Transcript

2026-09-10 08:16 ask success $0.6938 105.3 s full detail →

partner MRR by month for the last 6 months

Data answer — see full detail.

1 row Bookings Negative
2026-09-10 08:32 ask success $0.0150 11.0 s full detail →

what is the definition of Partner MRR

“Partner MRR” is not defined in the provided documentation. Partners are accounts where `eds_all_accounts.finance_account_type = 'Accountant'`, and the documented rule is to use **ACV—not MRR—for Partner accounts**. MRR applies to Direct Accounts. - **Partner metric:** ACV - **Partner filter:** `finance_account_type = 'Accountant'` - **ARR formula:** MRR × 12 **Warning:** This answer was generated by AI and should be double-checked.
2026-09-10 08:35 feedback success unpriced 8 ms full detail →

—

No answer recorded.

2026-09-10 08:35 ask internal_error $0.0030 10.1 s full detail →

Partner ACV by month for the last 6 months, France cohort only

Error calling tool 'ask': litellm.ServiceUnavailableError: ServiceUnavailableError: OpenAIException - {
  "error": {
    "message": "Our servers are currently overloaded. Please try again later.",
    "type": "service_unavailable_error",
    "param": null,
    "code": "server_is_overloaded"
  }
}

2026-09-10 08:36 ask internal_error $0.3603 55.7 s full detail →

Partner ACV by month for the last 6 months, France cohort only

Error calling tool 'ask': litellm.ServiceUnavailableError: ServiceUnavailableError: OpenAIException - {
  "error": {
    "message": "Our servers are currently overloaded. Please try again later.",
    "type": "service_unavailable_error",
    "param": null,
    "code": "server_is_overloaded"
  }
}

Bookings

2026-09-10 08:56 ask success $0.6743 125.7 s full detail →

Direct MRR by month from March 2026 to August 2026, including all commitment terms (annual and monthly paying customers, not just Annual Paid Annually/Annual Paid Monthly)

Data answer — see full detail.

1 row Bookings

Cost is the LLM completion spend LiteLLM priced for each call, summed per request. Chandler is running on the Codex CLI, which draws ChatGPT plan quota rather than per-token API billing, so this figure is not money paid — it is what the same traffic would have cost on the API, priced from the token counts Codex reports. Read it as the size of the bill avoided. Two known limits: embedding spend is not recorded, so retrieval and matching cost is missing, and because the figure is one sum per request it cannot be split by model within a request — a request's classifier and agent calls can use different models while llm_model holds only one name. Only authenticated calls are logged, USAGE_LOG_ENABLED can switch logging off, and log writes are fail-soft — this is not a complete record of traffic. Questions are grouped into sessions: a session is exact when the caller echoed its id back to us and otherwise inferred from a 30-minute gap in that user’s activity, so a grouping is only as good as the source shown on the session itself. A call with no attributable user gets no session at all; those questions are listed separately rather than dropped.