Chandler · usage

7 users

One row per person, from the users table. Sessions counts the conversations their questions were grouped into; the count links through to them. (unattributed) collects questions with no user_id: fail-soft writes, and history migration 013 could not match to a person. Those questions never get a session either, so that row always reads zero — they are listed from the Sessions tab instead.

User Identity Sessions Questions Cost Cost / question Unpriced Success Feedback Last seen
yordan@dext.com
Yordan Todorov Ivanov
google 3 5 $8.0686 $4.0343 3 0.0% — 2026-09-15 11:31
detelina.vassileva@dext.com google 2 3 $1.9911 $0.6637 0 0.0% — 2026-08-06 10:15
chris.scott@dext.com
Chris Scott
google 5 21 $0.8718 $0.1744 16 0.0% — 2026-09-10 08:30
suzannah.weinfass@dext.com
Suzannah Weinfass
google 1 2 $0.3633 $0.1817 0 0.0% — 2026-09-10 08:36
pawel.chwieros@dext.com
Pawel Chwieros
google 3 7 $0.0000 — 7 0.0% — 2026-08-28 09:32
oliver.paterson@dext.com
Oliver Paterson
google 2 5 $0.0000 — 5 0.0% — 2026-08-28 15:37
sabrin.ouboutayeb@dext.com
Sabrin Ouboutayeb
google 1 1 $0.0000 — 1 0.0% — 2026-08-27 14:28

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.