Sample data

toknly product demo

A read-only workspace showing what toknly looks like once your events are flowing.

Total spend

$9,004

+18.4% vs last month

API spend

$6,250

$7,625 projected month-end

Seat subscriptions

$2,754

Monthly recurring

Reasoning share

31.0%

$1,938

Spend over time

Daily API token spend with a 7-day average. Dashed line is the amortized daily seat baseline.

Top spend drivers

Teams with the highest API spend this month.

Alerts

Budget and anomaly notifications.

critical

Agents team crossed 92% of its $1,500 monthly budget with 9 days left.

warning

Reasoning tokens on o-series jumped 2.4x on Aug 1 — likely an agent retry loop.

warning

ChatGPT Team: 7 of 25 seats inactive for 30+ days ($175/mo recoverable).

Per-customer unit economics

AI cost as a share of the revenue each account brings in.

Northwind Corp$842 / $4,900 · 17%

Acme Robotics$611 / $2,400 · 25%

Bluepeak Labs$403 / $1,200 · 34%

Sunstone Health$289 / $1,900 · 15%

Kite Logistics$141 / $400 · 35%

Reasoning tokens by model

Hidden reasoning cost most dashboards never break out.

gpt-5-mini$690 · 12% reasoning

o4-reasoning$513 · 68% reasoning

claude-sonnet$432 · 21% reasoning

gemini-flash$189 · 8% reasoning

Seat subscriptions

Utilization and renewal dates for every AI tool you pay for.

Tool	Seats	Active	Monthly cost	Renews
ChatGPT Team	25	18	$750	2026-09-01
GitHub Copilot	40	36	$760	2026-09-12
Cursor Pro	12	11	$240	2026-09-04
Perplexity Enterprise	8	3 underused	$320	2026-09-22

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