Chandler · usage
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Session

User
silviya.chomakova@dext.com
Started
2026-07-31 08:57
Last activity
2026-07-31 11:42
Questions
31
Grouping
backfill — reconstructed from timing by migration 011
session_id
9a056cec-928c-4c96-845b-3b52beb8c818

Transcript

  1. 2026-07-31 08:57 ask success $0.3967 133.7 s full detail →
    What's the direct net churn MRR for direct for the last 6 months?
    No answer recorded.
    6 rows Bookings
  2. 2026-07-31 09:06 ask success $0.0201 7.5 s full detail →
    What is the definition of Churn vs Contraction in basic_dext_bookings_mrr_movement?
    No answer recorded.
  3. 2026-07-31 09:08 ask success $0.0269 11.7 s full detail →
    What is "Prepare Monthly ACV Movement | Breakdown (platform, product churn+ winback)" report and what is "prepare change amount" field? How do they differ from basic_dext_bookings_mrr_movement and total_dext_bookings_mrr_change_amount?
    No answer recorded.
  4. 2026-07-31 09:15 ask success $0.7549 145.0 s full detail →
    Which partner has the most client accounts under them?
    No answer recorded.
    Product Usage - Accounts
  5. 2026-07-31 09:18 ask success $0.8159 155.4 s full detail →
    Count distinct client accounts grouped by dext_partner_name, sorted descending, top 10 partners
    No answer recorded.
    Product Usage - Accounts
  6. 2026-07-31 09:21 ask success $0.6645 114.7 s full detail →
    Show me the top 10 partners by total number of distinct client accounts attached to them
    No answer recorded.
    10 rows Product Usage - Accounts
  7. 2026-07-31 09:23 ask success $0.8255 155.7 s full detail →
    What are the account names for these account CRNs: 7401176876, 7461178285, 7271754453, 7223085351, 7133303439, 7161926000, 8204041696, 7372852425, 7261619341, 7181905000
    No answer recorded.
    Product Usage - Accounts
  8. 2026-07-31 09:27 ask success $1.2304 168.2 s full detail →
    Top 10 partners by total distinct client accounts attached, showing partner account name and CRN
    No answer recorded.
    Product Usage - Accounts
  9. 2026-07-31 09:30 ask success $0.8423 152.2 s full detail →
    Show top 10 partners by parent_all_accounts.account_name and account_crn, ranked by total_clients descending
    No answer recorded.
    Product Usage - Accounts
  10. 2026-07-31 09:54 ask success $1.0954 356.4 s full detail →
    Give me the partner that has the most client accounts under them and classify them by supplier rules usage
    No answer recorded.
    1 row Product Usage - Accounts
  11. 2026-07-31 09:55 ask success $0.2049 70.5 s full detail →
    Which partner has the most client accounts under them, and can you classify those accounts by supplier rules usage?
    No answer recorded.
  12. 2026-07-31 10:01 ask success $0.4835 133.2 s full detail →
    For partner accounts (finance_account_type = 'Accountant'), find the parent account relationship linking client accounts (finance_account_type = 'Corporate') to their parent partner account. Rank partner accounts by number of distinct client accounts under them (show account_id and count), for the top partners. Also for each of those top partners' client accounts, compute supplier rules usage = (count of submissions autocategorized by supplier rule + count of submissions autopublished by supplier rule) / count of all submissions.
    No answer recorded.
    10 rows Product Usage - Accounts
  13. 2026-07-31 10:06 ask success $0.9621 253.6 s full detail →
    For partner accounts with CRN 7401176876, 7461178285, 7271754453, 7223085351, 7133303439, 7161926000, 8204041696, 7372852425, 7261619341, 7181905000, calculate supplier rules usage across their client accounts, defined as (count of submissions autocategorized by supplier rule + count of submissions autopublished by supplier rule) divided by count of all submissions. Show one row per partner account CRN.
    No answer recorded.
    0 rows Product Usage - Accounts
  14. 2026-07-31 10:10 ask success $0.9572 230.4 s full detail →
    Supplier rules usage rate by partner account CRN for top partners 7401176876, 7461178285, 7271754453, 7223085351, 7133303439: (autocategorized by supplier rule submissions + autopublished by supplier rule submissions) / all submissions
    No answer recorded.
    Product Usage - Accounts
  15. 2026-07-31 10:13 ask success $0.0185 7.9 s full detail →
    How is ARR attribution defined for mobile app accounts (Android App, iOS App account_source)? Is it first-touch attribution based on where the user signed up, with activation tied back to the app regardless of whether activation happens on web or in-app?
    No answer recorded.
  16. 2026-07-31 10:19 ask success $0.6457 118.2 s full detail →
    Top 10 partner accounts (finance_account_type = 'Accountant') ranked by number of engaged client accounts (finance_account_type = 'Corporate') in the last 90 days. Show partner account CRN and count of engaged clients.
    No answer recorded.
    10 rows Product Usage - Accounts
  17. 2026-07-31 10:20 ask success $0.3455 58.6 s full detail →
    How many self-paying partner client accounts do we have overall?
    No answer recorded.
    1 row Bookings
  18. 2026-07-31 10:22 ask success $0.2970 51.8 s full detail →
    How many self-paying client accounts (finance_account_type = 'Corporate', has paid subscription) do NOT have a Dext parent (has_dext_parent = false)?
    No answer recorded.
    1 row Bookings
  19. 2026-07-31 10:26 ask success $0.7573 192.1 s full detail →
    Top 10 self-paying client accounts (finance_account_type = 'Corporate', has paid subscription, has_dext_parent = false) ranked by highest MRR. Show account_id/CRN and MRR.
    No answer recorded.
    Bookings
  20. 2026-07-31 10:33 ask success $0.8142 293.9 s full detail →
    Top 10 corporate client accounts with a paid subscription, ranked by highest MRR (prepare_bookings_mrr), across both self-paying clients under a partner (has_dext_parent = true) and standalone clients with no parent (has_dext_parent = false). Show account CRN, has_dext_parent flag, and MRR.
    No answer recorded.
    Bookings
  21. 2026-07-31 10:34 ask success $0.3553 61.2 s full detail →
    Top 10 corporate client accounts with paid subscription and has_dext_parent = true, ranked by highest prepare_bookings_mrr. Show account CRN and MRR.
    No answer recorded.
    10 rows Bookings
  22. 2026-07-31 10:43 ask success $0.5434 115.5 s full detail →
    Top 10 standalone corporate accounts (no dext parent) with paid subscription, by prepare_bookings_mrr
    No answer recorded.
    Bookings
  23. 2026-07-31 10:50 ask success $0.4112 78.3 s full detail →
    Top 10 standalone corporate accounts (no dext parent) with paid subscription, ranked by prepare_bookings_mrr in GBP. Show account CRN and MRR in GBP.
    No answer recorded.
    10 rows Bookings
  24. 2026-07-31 10:58 ask success $0.5035 94.0 s full detail →
    Top 10 corporate client accounts with paid subscription and has_dext_parent = true, ranked by highest prepare_bookings_mrr in GBP. Show account CRN and MRR in GBP.
    No answer recorded.
    10 rows Bookings
  25. 2026-07-31 11:03 ask success $0.9951 258.2 s full detail →
    Which standalone corporate client account (has_dext_parent = false, paid subscription) has the highest engagement? Show account CRN and the engagement metric used.
    No answer recorded.
    Product Usage - Accounts
  26. 2026-07-31 11:07 ask success $0.9506 241.5 s full detail →
    Top standalone client account (no dext parent, paid subscription) by engagement, single top result with CRN
    No answer recorded.
    Product Usage - Accounts
  27. 2026-07-31 11:08 ask success $0.0219 9.3 s full detail →
    How is client engagement measured or defined? What is the documented definition of an engaged client?
    No answer recorded.
  28. 2026-07-31 11:19 ask success $0.8759 200.4 s full detail →
    Top standalone corporate client account (has_dext_parent = false, paid subscription) ranked by count of qualifying engaged actions in the last 90 days. Show account CRN and count of engaged actions.
    No answer recorded.
    Product Usage - Accounts Positive
  29. 2026-07-31 11:28 ask success $1.1133 382.4 s full detail →
    For standalone corporate client accounts (has_dext_parent = false, paid subscription), count the number of distinct days in the last 90 days where the account was engaged (Is Engaged = true). Rank accounts by this day count descending, top 10, show account CRN and number of engaged days out of 90.
    No answer recorded.
    20 rows Product Usage - Accounts
  30. 2026-07-31 11:31 ask success $1.0754 324.7 s full detail →
    Standalone paid corporate accounts, count distinct engaged days in last 90 days, top 10 by days engaged
    No answer recorded.
    Product Usage - Accounts
  31. 2026-07-31 11:42 feedback success unpriced 3 ms full detail →
    —
    No answer recorded.

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.