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: 4 weeks. Dollar figures are rounded to the nearest dollar.

Activity by weekday and hour

4 weeks 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 from16,262134,048295,674506,573953,993

Model by task kind

4 weeks 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 4w (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

343 requests OpenAI

gpt-6-astra task mixShare of this model's requests. The outer ring is the largest topic, 33.5%. research: 115 requests, 33.5%; coding: 68 requests, 19.8%; debugging: 41 requests, 12.0%; writing: 31 requests, 9.0%; review: 34 requests, 9.9%; data-analysis: 0 requests, 0.0%; ops-config: 34 requests, 9.9%; other: 20 requests, 5.8%.8.4%16.8%25.1%33.5%research: 115 requests (33.5%)research33.5%coding: 68 requests (19.8%)coding19.8%debugging: 41 requests (12.0%)debugging12.0%writing: 31 requests (9.0%)writing9.0%review: 34 requests (9.9%)review9.9%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 34 requests (9.9%)ops config9.9%other: 20 requests (5.8%)other5.8%

gpt-6.1-sol

12,205 requests OpenAI

gpt-6.1-sol task mixShare of this model's requests. The outer ring is the largest topic, 23.6%. research: 2,116 requests, 17.3%; coding: 2,859 requests, 23.4%; debugging: 1,189 requests, 9.7%; writing: 925 requests, 7.6%; review: 2,003 requests, 16.4%; data-analysis: 180 requests, 1.5%; ops-config: 2,881 requests, 23.6%; other: 52 requests, 0.4%.5.9%11.8%17.7%23.6%research: 2,116 requests (17.3%)research17.3%coding: 2,859 requests (23.4%)coding23.4%debugging: 1,189 requests (9.7%)debugging9.7%writing: 925 requests (7.6%)writing7.6%review: 2,003 requests (16.4%)review16.4%data-analysis: 180 requests (1.5%)data analysis1.5%ops-config: 2,881 requests (23.6%)ops config23.6%other: 52 requests (0.4%)other0.4%

gpt-6-sol

141 requests OpenAI

gpt-6-sol task mixShare of this model's requests. The outer ring is the largest topic, 43.3%. research: 31 requests, 22.0%; coding: 0 requests, 0.0%; debugging: 0 requests, 0.0%; writing: 0 requests, 0.0%; review: 61 requests, 43.3%; data-analysis: 0 requests, 0.0%; ops-config: 49 requests, 34.8%; other: 0 requests, 0.0%.10.8%21.6%32.4%43.3%research: 31 requests (22.0%)research22.0%coding: 0 requests (0.0%)coding0.0%debugging: 0 requests (0.0%)debugging0.0%writing: 0 requests (0.0%)writing0.0%review: 61 requests (43.3%)review43.3%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 49 requests (34.8%)ops config34.8%other: 0 requests (0.0%)other0.0%

gpt-6-luna

2,574 requests OpenAI

gpt-6-luna task mixShare of this model's requests. The outer ring is the largest topic, 36.7%. research: 944 requests, 36.7%; coding: 428 requests, 16.6%; debugging: 462 requests, 17.9%; writing: 174 requests, 6.8%; review: 60 requests, 2.3%; data-analysis: 0 requests, 0.0%; ops-config: 478 requests, 18.6%; other: 28 requests, 1.1%.9.2%18.3%27.5%36.7%research: 944 requests (36.7%)research36.7%coding: 428 requests (16.6%)coding16.6%debugging: 462 requests (17.9%)debugging17.9%writing: 174 requests (6.8%)writing6.8%review: 60 requests (2.3%)review2.3%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 478 requests (18.6%)ops config18.6%other: 28 requests (1.1%)other1.1%

gpt-5.6-sol

73 requests OpenAI

gpt-5.6-sol task mixShare of this model's requests. The outer ring is the largest topic, 80.8%. research: 59 requests, 80.8%; coding: 14 requests, 19.2%; debugging: 0 requests, 0.0%; writing: 0 requests, 0.0%; review: 0 requests, 0.0%; data-analysis: 0 requests, 0.0%; ops-config: 0 requests, 0.0%; other: 0 requests, 0.0%.20.2%40.4%60.6%80.8%research: 59 requests (80.8%)research80.8%coding: 14 requests (19.2%)coding19.2%debugging: 0 requests (0.0%)debugging0.0%writing: 0 requests (0.0%)writing0.0%review: 0 requests (0.0%)review0.0%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%
Exact request counts by task kind
Modelresearchcodingdebuggingwritingreviewdata-analysisops-configotherTotal
gpt-6.1-sol2,1162,8591,1899252,0031802,8815212,205
gpt-6-luna944428462174600478282,574
gpt-6-astra1156841313403420343
gpt-6-sol31000610490141
gpt-5.6-sol591400000073
Total3,2653,3691,6921,1302,1581803,44210015,336

Requests from143459180944

How much of my work I hand to subagents

4 weeks to Tue 27 Oct 2026, 12:28, codex only. Tokens are uncached input plus output. Figures match query agents --since 4w (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
codex26 %22 of 144
RowSquarestokens
May0 %
Jun4 %
Jul2 %
Aug10 %
Sep15 %
Oct, so far45 %

subagent threadsmain threads

Cost by project

4 weeks to Tue 27 Oct 2026, 12:28, codex only. Sessions, tokens and cost match query projects --since 4w counting codex only.

ProjectSessionsTokensEst. costTools
AsterX194677,235,394$178 100 %
t3code66862,195,340$132 100 %
project E53171,212,475$36 100 %
design868,129,203$14 100 %
project O260,057,117$11 100 %
project R218,976,246$3 100 %
project S412,908,398$2 100 %
aweSOM98,226,070$2 100 %
project G110,443,174$2 100 %
project H715,437,327$2 100 %

The 10 costliest of 26 projects with activity in this window. 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

4 weeks 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 4w. Figures are rounded independently to the nearest dollar; displayed rows may not add up.

Weekcodex
from 29 Sep$41
from 6 Oct$88
from 13 Oct$125
from 20 Oct$129
Total$384

97 % of input tokens were cache reads, priced at the cheaper cache rate.

How often I exhaust a window limit

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

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

codexcodex: 79 of 128 windows under 25 %codex: 24 of 128 windows 25 to 75 %codex: 17 of 128 windows 75 to 99 %codex: 8 of 128 windows ran out6 % ran out128 windows
codexcodex: 4 of 8 windows 25 to 75 %codex: 3 of 8 windows 75 to 99 %codex: 1 of 8 windows ran out12 % ran out8 windows
under 25 %25 to 75 %75 to 99 %ran out