Usage habits

2,025 sessions and 103,839 requests since 27 May 2026. Store read Tue 27 Oct 2026, 12:28, local time UTC-04:00.

De-identified export. Generated Tue 27 Oct 2026, 12:28. Window: 1 week. Dollar figures are rounded to the nearest dollar.

Activity by weekday and hour

1 week to Tue 27 Oct 2026, 12:28, local time UTC-04:00. Shade is uncached input plus output tokens for codex.

Weekday01234567891011121314151617181920212223
Mon
Tue
Wed
Thu
Fri
Sat
Sun

Hover or focus a cell for its figures.

Tokens from21,23086,648187,990335,559517,034

Model by task kind

1 week to Tue 27 Oct 2026, 12:28, codex only. Requests by canonical model and the session's task label; a subagent counts under its parent's label. Column totals match the label totals of query summary --group-by label --since 1w (codex rows).

Each web scales its largest topic to the outer ring. Ring ticks and axis labels give the share of that model's requests.

gpt-6-astra

184 requests OpenAI

gpt-6-astra task mixShare of this model's requests. The outer ring is the largest topic, 37.0%. research: 31 requests, 16.8%; coding: 68 requests, 37.0%; debugging: 0 requests, 0.0%; writing: 31 requests, 16.8%; review: 34 requests, 18.5%; data-analysis: 0 requests, 0.0%; ops-config: 0 requests, 0.0%; other: 20 requests, 10.9%.9.2%18.5%27.7%37.0%research: 31 requests (16.8%)research16.8%coding: 68 requests (37.0%)coding37.0%debugging: 0 requests (0.0%)debugging0.0%writing: 31 requests (16.8%)writing16.8%review: 34 requests (18.5%)review18.5%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 0 requests (0.0%)ops config0.0%other: 20 requests (10.9%)other10.9%

gpt-6.1-sol

2,715 requests OpenAI

gpt-6.1-sol task mixShare of this model's requests. The outer ring is the largest topic, 36.9%. research: 174 requests, 6.4%; coding: 306 requests, 11.3%; debugging: 152 requests, 5.6%; writing: 13 requests, 0.5%; review: 908 requests, 33.4%; data-analysis: 112 requests, 4.1%; ops-config: 1,001 requests, 36.9%; other: 49 requests, 1.8%.9.2%18.4%27.7%36.9%research: 174 requests (6.4%)research6.4%coding: 306 requests (11.3%)coding11.3%debugging: 152 requests (5.6%)debugging5.6%writing: 13 requests (0.5%)writing0.5%review: 908 requests (33.4%)review33.4%data-analysis: 112 requests (4.1%)data analysis4.1%ops-config: 1,001 requests (36.9%)ops config36.9%other: 49 requests (1.8%)other1.8%

gpt-6-sol

6 requests OpenAI

gpt-6-sol task mixShare of this model's requests. The outer ring is the largest topic, 100.0%. research: 0 requests, 0.0%; coding: 0 requests, 0.0%; debugging: 0 requests, 0.0%; writing: 0 requests, 0.0%; review: 6 requests, 100.0%; data-analysis: 0 requests, 0.0%; ops-config: 0 requests, 0.0%; other: 0 requests, 0.0%.25.0%50.0%75.0%100.0%research: 0 requests (0.0%)research0.0%coding: 0 requests (0.0%)coding0.0%debugging: 0 requests (0.0%)debugging0.0%writing: 0 requests (0.0%)writing0.0%review: 6 requests (100.0%)review100.0%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 0 requests (0.0%)ops config0.0%other: 0 requests (0.0%)other0.0%

gpt-6-luna

407 requests OpenAI

gpt-6-luna task mixShare of this model's requests. The outer ring is the largest topic, 44.7%. research: 127 requests, 31.2%; coding: 6 requests, 1.5%; debugging: 10 requests, 2.5%; writing: 0 requests, 0.0%; review: 60 requests, 14.7%; data-analysis: 0 requests, 0.0%; ops-config: 182 requests, 44.7%; other: 22 requests, 5.4%.11.2%22.4%33.5%44.7%research: 127 requests (31.2%)research31.2%coding: 6 requests (1.5%)coding1.5%debugging: 10 requests (2.5%)debugging2.5%writing: 0 requests (0.0%)writing0.0%review: 60 requests (14.7%)review14.7%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 182 requests (44.7%)ops config44.7%other: 22 requests (5.4%)other5.4%
Exact request counts by task kind
Modelresearchcodingdebuggingwritingreviewdata-analysisops-configotherTotal
gpt-6.1-sol174306152139081121,001492,715
gpt-6-luna127610060018222407
gpt-6-astra3168031340020184
gpt-6-sol000060006
Total332380162441,0081121,183913,312

Requests from62034112182

How much of my work I hand to subagents

1 week to Tue 27 Oct 2026, 12:28, codex only. Tokens are uncached input plus output. Figures match query agents --since 1w (codex row of by_tool).

Share of tokens spent in subagent threads vs main threads. Each square is 5 %. By month covers all history.

RowSquarestokenssessions with subagents
codex53 %2 of 21
RowSquarestokens
May0 %
Jun4 %
Jul2 %
Aug10 %
Sep15 %
Oct, so far45 %

subagent threadsmain threads

Cost by project

1 week to Tue 27 Oct 2026, 12:28, codex only. Sessions, tokens and cost match query projects --since 1w counting codex only.

ProjectSessionsTokensEst. costTools
AsterX106335,972,224$109 100 %
design444,244,018$10 100 %
t3code334,606,435$5 100 %
project R218,976,246$3 100 %
aweSOM84,302,550$2 100 %
project H1206,297$0 100 %
project BO1163,632$0 100 %

Linked projects are public on GitHub. Other project names are pseudonyms shared across this export. Tool shares are percentages of requests.

What my use would cost at API prices, by week

1 week to Tue 27 Oct 2026, 12:28, codex only. Estimated cost by week, counted back from now, at API list prices; the total row matches query summary --since 1w. Figures are rounded independently to the nearest dollar; displayed rows may not add up.

Weekcodex
from 20 Oct$129
Total$129

96 % of input tokens were cache reads, priced at the cheaper cache rate.

How often I exhaust a window limit

1 week to Tue 27 Oct 2026, 12:28, codex only. Closed windows of each plan's own limits; pools are left out.

5 hr

Each bar is every closed window, by how full it got before it reset. A tool needs 5 closed windows for a bar.

codexcodex: 63 of 77 windows under 25 %codex: 6 of 77 windows 25 to 75 %codex: 3 of 77 windows 75 to 99 %codex: 5 of 77 windows ran out6 % ran out77 windows
under 25 %25 to 75 %75 to 99 %ran out