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Usage

See how many tokens your organization uses, day by day and member by member.

Settings → Usage, under Organization, shows how much model work your organization does. Owners, admins and billing admins see it.

It counts every model request your agents make, whatever pays for it: your own API keys and plans, organization models, and ArkenOS's own models. Only ArkenOS's own models spend credits; the rest bill through their provider. See Credits and grants.

When to use it

  • A bill or credit balance looks high and you want to know which days and whose work drove it.
  • Before a big run, to check how much this period has used already.
  • Monthly reviews of how the lab's model use is growing.

To see what you're charged or buy credits, use Billing and Credits and grants. To change which models handle which work, and so the cost, use the Intelligent task router.

Why it matters

Model use is the largest running cost of agent research. Usage shows it by day and by person, so a spike from an eval sweep or a runaway goal is easy to spot and explain.

Token usage

Token usage: 2.35B tokens this billing period, 3.97B over the last 30 days, 41.9B lifetime, and a daily bar chart peaking at 319M
Thirty days of a busy lab. The four tall bars are a held-out eval sweep.
FigureShows
This billing periodTokens since the period started, and the number of requests
Last 30 daysTokens over the chart's window, and the busiest single day
LifetimeEverything since the organization started, and its requests

The chart has one bar per day for the last 30 days. Hover a bar for that day's exact tokens and requests.

A busy research lab running fine-tunes, eval sweeps and long goals around the clock easily reaches billions of tokens a month. Most of that is usually input: agents re-read code, logs and earlier conversation at every step.

Usage by member

Usage by member: four members with requests in the tens of thousands, tokens from 364M to 2.19B, and credits used
Members on their own keys show tokens and no credits.

For each person this billing period:

ColumnShows
MemberTheir email, with input, output and cached tokens underneath. People who have left show Former member.
RequestsModel calls made for their work
TokensAll tokens, in total
Credits usedCredits spent on ArkenOS's own models. Zero for work on someone's own key or plan.

Reading it well

  • Explain a spike by finding the tall bar, then checking who ran what in Usage by member.
  • Watch the cached share. Cached tokens are context the provider has seen recently, and they usually cost much less. A high share on long goals is a good sign.
  • Compare requests with tokens. Many requests with few tokens is quick back-and-forth; few requests with many tokens is agents reading large files or long histories, which a long-context tier handles best. See Intelligent task router.
  • Check before a big run. Glance at this period's total before launching a week-long goal or a sweep across many seeds.

Related: Billing, Credits and grants.