STXT · Team AI usage

Who uses Claude at STXT, and how much

All 15 people with a seat used Claude in September. Nine never open a chat and work almost entirely in Claude Code, three work mostly in chat or Cowork, and three use both. The team cost $2,234 for the month, while its Claude Code usage alone would cost $17.7k at API prices.

Source: claude.ai admin Analytics and Billing, Sep 1 to 30, 2026, pulled Oct 2, 2026. 16 seats, 15 assigned.

Seats in use
15 / 15
Everyone with a seat was active. The least active person used Claude on 16 of 30 days.
Sessions
1,958
353 chats, 1,424 Claude Code sessions, 181 Cowork sessions
Actually paid
$2,234
$1,700 for seats plus $534 extra usage
Claude Code at API prices
$17.7k
What the same Code usage would cost on the API. Not billed.

Ranked by total sessions

Chats + Claude Code sessions + Cowork sessions per person. Hover a bar for details.

#PersonActive
days
Sessions by product Chats
(messages)
Code
sessions
Cowork
sessions
Extra usage
paid
Code at
API prices
1 Ilia 30
784
23 (51) 753* 8 $173 $1,764
2 Vlada 30
184
31 (228) 0 153 $18 $21
3 Eric 29
173
157 (695) 3 13 $92 $26
4 Toan 30
146
0 146 0 $103 $3,156
5 Gustavo 22
102
0 102 0 $0 $1,726
6 Evan 23
101
101 (376) 0 0 $5 $0
7 Ivan 16
82
3 (6) 76 3 $0 $2,052
8 Erin 27
70
0 69 1 $0 $608
9 Gent 23
64
0 61 3 $0 $1,583
10 Klemen 23
59
0 59 0 $0 $1,344
11 Dave 18
56
38 (82) 18 0 $0 $97
12 Michael 24
45
0 45 0 $142 $2,263
13 Iryna 20
35
0 35 0 $0 $817
14 Karen 17
34
0 34 0 $0 $241
15 Ruslan 22
23
0 23 0 $0 $2,002
Totalof 301,958 353 (1,438) 1,424181 $534$17,700

* Ilia's Code sessions likely include scheduled automations that run several times a day, so the count overstates hands-on use.

Where the money goes

Seats are a flat fee. Extra usage is the only part that grows with use.

What stands out

  • Nobody is idle. Five people used Claude almost daily (27 to 30 days): Ilia, Vlada, Toan, Eric and Erin. Seven were active 20 to 24 days. Dave, Karen and Ivan were active 16 to 18 days.
  • Chat and Cowork sit with a few people. Eric and Evan hold 73% of all chats. Vlada holds 85% of all Cowork sessions. 9 people never opened a chat.
  • Session count and cost rank people differently. Ruslan has the fewest sessions (23) but $2,002 of Code at API prices. Michael has 45 sessions, 12 PRs and $142 of extra usage.
  • Extra usage comes from four people. Ilia, Michael, Toan and Eric account for 96% of it. The other 11 stayed within their seat limits.
  • Seats absorb most of the compute. The whole team cost $2,234 in September. Its Claude Code usage alone would have cost $17,700 at API prices.

How to read this

Definitions

Active days
Days with any Claude activity, out of 30.
Total sessions
Chats + Claude Code sessions + Cowork sessions. A long session and a short one count the same.
Extra usage paid
Spend on top of the seat after a plan limit, at the rates we are charged.
Code at API prices
Estimated cost of the same Claude Code usage on the Claude API. A measure of intensity, not a bill.

Caveats

  • LIKELYIlia's Code sessions include scheduled automations.
  • CONTRADICTORYThe Overview and Claude Code dashboards count Code sessions differently per person (Sep: Gent 61 vs 193, Karen 34 vs 116). All counts here come from the Overview, so everyone is compared on one basis.
  • NOT VERIFIEDPer-person seat price. Seats come in two tiers and each invoice covers all 16.
  • Claude used through API keys (n8n workflows, the product) is not in these dashboards.
  • Lines of code are left out on purpose. They say little about the value of the work.