| Log-level data access | Real transparency vs. a dashboard | contract · doc |
| Take-rate disclosure | Fee visibility vs. blended net pricing | doc · doc |
| Bid-shading transparency | Whether the buyer sees the algorithm's effect on clearing prices | doc · tested |
| Seat & data isolation | True white-label vs. shared tenancy with cosmetic separation | doc · doc |
| Identity coverage | UID2, RampID, publisher-provided IDs — breadth of addressable inventory | integration list · doc |
| Supply path quality | SPO discipline, sellers.json handling, direct-path percentage | doc · tested |
| Clean-room integration | Whether closed-loop measurement is possible at all within the platform | integration list · doc |
| Minimum commitment | Who can actually buy it — minimum spend, term, or volume | doc · self |