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2026-08-17 09:57 kathryn.buckley@dext.com Using the same engagement definition as the Feature Adoption Omni dashboard (https://dext.omniapp.co/dashboards/feature-adoption), what is the percentage of Partner accounts and the percentage of Client accounts using Item Messaging, on average over the last 6 months? 7 $2.6593 —
2026-08-12 16:13 kathryn.buckley@dext.com Monthly revenue for the Precision add-on from January 2024 to June 2026, broken down by month 21 $8.1057 —
2026-08-06 09:28 kathryn.buckley@dext.com How many Dext client accounts that are attached to a Partner and currently active have only a basic Dext subscription with no add-ons — meaning no AI Assist, no Vault, no Data Health, no Dext Solo, and no e-invoicing in France? 7 $2.6051 —
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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.