Token Intelligence

See what your team's AI
actually costs.

Forge reads recorded usage from Claude Code and supported Codex versions, with no proxy between your tools and the model. Compare estimated spend by model, workflow, and work item. Estimates use published model rates; your actual subscription bill or negotiated pricing may differ.

Provider-neutral

One number for every model and tool, so flat-rate plans and per-token API usage compare on the same axis.

Cross-tool

Compare Claude Code and Codex usage in one view. Cursor sessions are currently unmeasured because the tool does not expose per-session token usage to plugins.

Attributable

Spend by workflow and by ticket, plus cost per minute, which shows the intensity that raw totals hide.

Example dashboard with sample data.

Token Intelligence Premium

Sample

Covers sessions recorded by Forge: workflow runs and, when an admin turns on session observation, observed sessions, whether linked to a ticket or not. Unrecorded AI activity and Cursor token usage are not measured here.

Estimated weighted tokens

167M

—

Estimated cost

$502

—

AI Spend Trend

167M total · 24M/day avg

MonTueWedThuFriSatSun

Token Composition

29.3× cache reuse

Fresh input

1.9M<1%

Cache reads

521M96%

Cache writes

18M3%

Output

2.9M<1%

By AI Tool & Model

Tool	%	Weighted	Cost	Sessions
Claude	96%	161M	$483	12
Codex	4%	6.2M	$18.64	7

Model	%	Weighted	Cost	Sessions
claude-opus-4-8	95%	159M	$478	12
gpt-5.6-sol	4%	6.2M	$18.58	7
claude-sonnet-4-6	<1%	1.0M	$3.12	2
claude-haiku-4-5-20251001	<1%	573K	$1.72	4
gpt-5.6-terra	<1%	14K	$0.04	2
gpt-5.6-luna	<1%	6.0K	$0.02	1

Tip: Your ad-hoc prompts ran about 1.8× the per-session cost of Forge workflows this period — an estimated $110 you could trim by routing that work through a workflow. See the Ad-hoc row below.

By Workflow

Workflow	%	Weighted	Cost	Cost / min
Implement a Feature	24%	40M	$119	$0.86
Shape a Feature	13%	22M	$64.83	$1.66
Fix a Bug	7%	11M	$34.34	$0.65
Update Work Item	3%	4.9M	$14.59	$0.63
Explore Architecture	1%	1.9M	$5.72	$0.14
Review a Pull Request	<1%	1.4M	$4.24	$0.28
Check Work Item Status	<1%	1.2M	$3.54	$0.15
Plan an Implementation	<1%	372K	$1.12	$0.22
Ad-hoc	51%	85M	$254	$0.54

Top work items by AI spend

	Work item	Title	AI spend	AI time	Cost / min
	ENG-412	User onboarding flow redesign	$12642M weighted	2h 41m	$0.78
	Jun 11, 10:34 PM		$5.721.9M weighted	16m	$0.35
	Jun 11, 11:36 PM		$2.50833K weighted	7m	$0.34
	Jun 13, 11:10 PM		$10435M weighted	1h 14m	$1.40
	Jun 14, 01:15 PM		$13.024.3M weighted	2m	$6.37
Fresh input 817K Cache reads 137M Cache writes 4.4M Output 660K Cache reuse31.3× +1h of this item's time — spend booked under other items
	ENG-401	Cross-tool token pricing	$34.3411M weighted	53m	$0.65
	ENG-388	Self-serve billing & plan management	$15.045.0M weighted	55m	$0.27
	ENG-339	API rate limiting & throttling	$9.393.1M weighted	21m	$0.43
	ENG-318	Audit log export to CSV	$2.14712K weighted	6m	$0.32
	ENG-356	Refactor notification service	$1.40468K weighted	10m	$0.13

Forge estimates usage from recorded Claude Code and Codex sessions. Cursor usage is currently unmeasured. Estimates use published model rates and may differ from actual bills.

Know what your AI costs
before the invoice does.

Token Intelligence is included with Team, free during beta. Install the plugin, then run guided setup.

Start free → See how to install

See what your team's AIactually costs.