Chandler · usage

1 user

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
pawel.chwieros@dext.com
Pawel Chwieros
google 10 19 $2.4188 $0.2016 7 63.2% — 2026-09-24 13:38

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.