THE WHITE BOX
Interactive concept · All amounts and results are illustrative · No accounts connected

Sample team · Last 30 days

Is your AI earning its place?

Review the cost of accepted work. Decide what to keep, test or change.

AI spend$3,600Sample invoices
Task-linked spend75%$900 not allocated
Confirmed savings$0No change verified yet

Where does the budget work?

Cost per accepted result
Current workflow · sample data
$10.00
AI + review / accepted result
Direct AI charges
$1,200
Review & rework cost¹
$800
Accepted / attempted
200 / 250
Lower-cost model · hypothesis
$7.50
To validate in a controlled trial
Direct AI charges
$700
Review & rework cost¹
$800
Accepted / attempted
200 / 250
Test a lighter model for campaign variants.

Potential $500/month in direct AI savings, if quality holds.

¹ Review time × assumed hourly rate. Shared seats and TWB fees excluded; this is not full company ROI.

Evidence, allocation & quality rules
  • Sample monthly invoices: API $2,100 + media credits $600 + shared seats $900.
  • Direct workflow costs total $2,700. Shared seats remain unallocated, never treated as free.
  • Accepted means approved by the workflow owner under a defined rubric. Rejected attempts still count toward cost.
  • Lower-cost scenario values are hypotheses, not measured trial results.
  • API tokens explain consumption; task outcomes establish usefulness. No raw prompts are required for the spend view.