Ownership and utilization

Put every AI dollar where it belongs.

Allocate usage across departments, repositories, projects, customers, and internal cost centers—then see which paid subscriptions are barely used.

No engineer scoring. No productivity ranking.

Allocation matrix

Illustrative allocation

Month to date$48,290 recorded

Platform · 38%$18,420

Product · 29%$13,940

Data · 20%$9,810

View full allocation matrix4 owners

Illustrative AI spend allocation by department, repository, and project
Department	Repository	Project / customer	Share	Allocated
Platform	agent-runtime	Inference controls	38%	$18,420
Product	customer-app	Workspace launch	29%	$13,940
Data	analytics-api	Usage ledger	20%	$9,810
Customer Ops	support-tools	Account AC-204	13%	$6,120

The same ledger, organized for every owner.

Engineering sees task detail. Finance sees accountable totals. Customer-facing teams see the work that belongs on each account.

Roll task-level spend into the ownership structure finance already understands.

Trace product and platform costs back to the codebases and initiatives that generated them.

Associate agent work with customer or account tags when work is performed on their behalf.

Compare paid access with recorded activity to identify seats that may not be earning their cost.

See the ledger

Give every department, repository, project, and customer a clear view of the work charged to them.

BringFinance and engineering owners

TraceOne accepted task through its full cost

Leave withA ledger model for your workspace

Focused working sessionBook a demo