I use several AI tools and often choose their highest or near-highest plans. They help me research, write, compare ideas and build projects. But when renewal comes around, I still wonder: do I need this plan, could a lower one do the job, or is this tool more valuable than I realize?
I needed this for myself. The tools I tried did not bring my AI costs and work into the picture I needed. So I started building The White Box.
Then I saw the same pattern inside companies: seats bought for a project and never used, two teams paying for overlapping tools, API bills that grow faster than anyone planned. Finance sees the invoice, IT sees the tools, and no one sees both.
Conversations with friends brought another question into focus. As multi-agent products grow, so can the number of paid services. More agents are not automatically more progress. We need to understand what the extra layer actually changes in the work.
That is why I am building The White Box: one view of every AI tool, seat and bill, and a monthly decision your CFO and CTO can both explain.