The webXray finding is not primarily a technical failure — it is a compliance failure with quantified legal exposure. Across California, CCPA assigns per-violation fines that, at industrial scale across 194 ad services, produce potential liability in the billions . The companies' responses — Google claiming a "fundamental misunderstanding," the others similarly distancing — follow a pattern familiar in civil rights enforcement: contest the measurement rather than account for the outcome. For the AI bias and fairness communities that picked up this story, that response pattern is the data point.…