Case studies and field notes on the data that feeds your ad platform AI.
The most sophisticated layer of the modern marketing stack inherits whatever the consent gate admits. When the gate is miscalibrated, the algorithm optimizes against fiction.
The four axes between consent and value, why they fail together, and what consent state carries through each one.
The four states every signal arrives in at the consent gate, why miscalibration is structurally larger than blocked or modeled loss, and the fault nobody audits.
Three pieces of trade press in three weeks describe the same finding without naming it: consent is load-bearing, most stacks aren't carrying the load, and the bidding layer is training on what made it through.
A ~40% purchase event variance that wasn't caused by broken tags. The tracking was state of the art. The real culprit was upstream attribution gaps feeding Google's modeling algorithms noise.