Unbiased

Unbiased

Who this is for

Three seats, three different bills, one evidence standard. Each page argues from measured data for the problems that seat actually owns.

Engineering leaders

You own a line item that grew 10x faster than anyone budgeted, and every vendor's advice is to spend less with them. Here is how to make the bill legible, then smaller, with the receipts your CFO will actually accept.

Read the page

Platform teams

You own the gateway, the keys, the rate limits, and the pager. The question you actually get asked is which layer to standardize on. Here is the honest map, with measured latency and fee math.

Read the page

Agent builders

Agents do not pay per answer, they pay per everything-they-read. We published a real session ledger so this page can argue from receipts: 78x more tokens read than written. Here is what that means for your architecture and your bill.

Read the page