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

Activity by weekday and hour

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

Weekday01234567891011121314151617181920212223
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Hover or focus a cell for its figures.

Tokens from20,954369,936755,0491,199,8671,792,678

Model by task kind

12 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 12w (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

1,407 requests OpenAI

gpt-6-astra task mixShare of this model's requests. The outer ring is the largest topic, 29.9%. research: 420 requests, 29.9%; coding: 338 requests, 24.0%; debugging: 41 requests, 2.9%; writing: 275 requests, 19.5%; review: 147 requests, 10.4%; data-analysis: 95 requests, 6.8%; ops-config: 71 requests, 5.0%; other: 20 requests, 1.4%.7.5%14.9%22.4%29.9%research: 420 requests (29.9%)research29.9%coding: 338 requests (24.0%)coding24.0%debugging: 41 requests (2.9%)debugging2.9%writing: 275 requests (19.5%)writing19.5%review: 147 requests (10.4%)review10.4%data-analysis: 95 requests (6.8%)data analysis6.8%ops-config: 71 requests (5.0%)ops config5.0%other: 20 requests (1.4%)other1.4%

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

3,767 requests OpenAI

gpt-6-sol task mixShare of this model's requests. The outer ring is the largest topic, 37.8%. research: 401 requests, 10.6%; coding: 878 requests, 23.3%; debugging: 1,423 requests, 37.8%; writing: 501 requests, 13.3%; review: 309 requests, 8.2%; data-analysis: 0 requests, 0.0%; ops-config: 255 requests, 6.8%; other: 0 requests, 0.0%.9.4%18.9%28.3%37.8%research: 401 requests (10.6%)research10.6%coding: 878 requests (23.3%)coding23.3%debugging: 1,423 requests (37.8%)debugging37.8%writing: 501 requests (13.3%)writing13.3%review: 309 requests (8.2%)review8.2%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 255 requests (6.8%)ops config6.8%other: 0 requests (0.0%)other0.0%

gpt-6-luna

4,036 requests OpenAI

gpt-6-luna task mixShare of this model's requests. The outer ring is the largest topic, 28.5%. research: 969 requests, 24.0%; coding: 1,152 requests, 28.5%; debugging: 521 requests, 12.9%; writing: 311 requests, 7.7%; review: 261 requests, 6.5%; data-analysis: 6 requests, 0.1%; ops-config: 788 requests, 19.5%; other: 28 requests, 0.7%.7.1%14.3%21.4%28.5%research: 969 requests (24.0%)research24.0%coding: 1,152 requests (28.5%)coding28.5%debugging: 521 requests (12.9%)debugging12.9%writing: 311 requests (7.7%)writing7.7%review: 261 requests (6.5%)review6.5%data-analysis: 6 requests (0.1%)data analysis0.1%ops-config: 788 requests (19.5%)ops config19.5%other: 28 requests (0.7%)other0.7%

gpt-5.6-sol

7,605 requests OpenAI

gpt-5.6-sol task mixShare of this model's requests. The outer ring is the largest topic, 26.5%. research: 2,014 requests, 26.5%; coding: 1,668 requests, 21.9%; debugging: 526 requests, 6.9%; writing: 1,536 requests, 20.2%; review: 619 requests, 8.1%; data-analysis: 772 requests, 10.2%; ops-config: 470 requests, 6.2%; other: 0 requests, 0.0%.6.6%13.2%19.9%26.5%research: 2,014 requests (26.5%)research26.5%coding: 1,668 requests (21.9%)coding21.9%debugging: 526 requests (6.9%)debugging6.9%writing: 1,536 requests (20.2%)writing20.2%review: 619 requests (8.1%)review8.1%data-analysis: 772 requests (10.2%)data analysis10.2%ops-config: 470 requests (6.2%)ops config6.2%other: 0 requests (0.0%)other0.0%

gpt-5.6-terra

783 requests OpenAI

gpt-5.6-terra task mixShare of this model's requests. The outer ring is the largest topic, 58.1%. research: 176 requests, 22.5%; coding: 62 requests, 7.9%; debugging: 0 requests, 0.0%; writing: 0 requests, 0.0%; review: 71 requests, 9.1%; data-analysis: 19 requests, 2.4%; ops-config: 455 requests, 58.1%; other: 0 requests, 0.0%.14.5%29.1%43.6%58.1%research: 176 requests (22.5%)research22.5%coding: 62 requests (7.9%)coding7.9%debugging: 0 requests (0.0%)debugging0.0%writing: 0 requests (0.0%)writing0.0%review: 71 requests (9.1%)review9.1%data-analysis: 19 requests (2.4%)data analysis2.4%ops-config: 455 requests (58.1%)ops config58.1%other: 0 requests (0.0%)other0.0%

gpt-5.6-luna

3,707 requests OpenAI

gpt-5.6-luna task mixShare of this model's requests. The outer ring is the largest topic, 43.5%. research: 1,613 requests, 43.5%; coding: 217 requests, 5.9%; debugging: 697 requests, 18.8%; writing: 513 requests, 13.8%; review: 235 requests, 6.3%; data-analysis: 294 requests, 7.9%; ops-config: 77 requests, 2.1%; other: 61 requests, 1.6%.10.9%21.8%32.6%43.5%research: 1,613 requests (43.5%)research43.5%coding: 217 requests (5.9%)coding5.9%debugging: 697 requests (18.8%)debugging18.8%writing: 513 requests (13.8%)writing13.8%review: 235 requests (6.3%)review6.3%data-analysis: 294 requests (7.9%)data analysis7.9%ops-config: 77 requests (2.1%)ops config2.1%other: 61 requests (1.6%)other1.6%
Exact request counts by task kind
Modelresearchcodingdebuggingwritingreviewdata-analysisops-configotherTotal
gpt-6.1-sol2,1162,8591,1899252,0031802,8815212,205
gpt-5.6-sol2,0141,6685261,53661977247007,605
gpt-6-luna9691,1525213112616788284,036
gpt-6-sol4018781,423501309025503,767
gpt-5.6-luna1,61321769751323529477613,707
gpt-6-astra420338412751479571201,407
gpt-5.6-terra176620071194550783
Total7,7097,1744,3974,0613,6451,3664,99716133,510

Requests from6772945211,189

How much of my work I hand to subagents

12 weeks to Tue 27 Oct 2026, 12:28, codex only. Tokens are uncached input plus output. Figures match query agents --since 12w (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
codex18 %60 of 382
RowSquarestokens
May0 %
Jun4 %
Jul2 %
Aug10 %
Sep15 %
Oct, so far45 %

subagent threadsmain threads

Cost by project

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

ProjectSessionsTokensEst. costTools
AsterX3911,372,860,063$596 100 %
t3code991,534,685,978$280 100 %
project E117373,720,085$129 100 %
athenapp_root15108,201,551$73 100 %
project H23124,600,948$47 100 %
tvh0021.github.io1263,956,670$24 100 %
project K332,885,440$18 100 %
design868,129,203$14 100 %
project O260,057,117$11 100 %
project G328,561,223$8 100 %

The 10 costliest of 57 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

12 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 12w. Figures are rounded independently to the nearest dollar; displayed rows may not add up.

Weekcodex
from 4 Aug$77
from 11 Aug$85
from 18 Aug$71
from 25 Aug$27
from 1 Sep$48
from 8 Sep$253
from 15 Sep$133
from 22 Sep$175
from 29 Sep$41
from 6 Oct$88
from 13 Oct$125
from 20 Oct$129
Total$1252

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

How often I exhaust a window limit

12 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: 100 of 202 windows under 25 %codex: 49 of 202 windows 25 to 75 %codex: 26 of 202 windows 75 to 99 %codex: 27 of 202 windows ran out13 % ran out202 windows
codexcodex: 7 of 26 windows under 25 %codex: 8 of 26 windows 25 to 75 %codex: 5 of 26 windows 75 to 99 %codex: 6 of 26 windows ran out23 % ran out26 windows
under 25 %25 to 75 %75 to 99 %ran out