Moreover, the bias could be arbitrarily subtle. This is something that really worries me about black box AI systems.
Ad budgets aren't bottomless. People making decisions about them have a lot of options for where to spend. They want provable attribution so they can tell which channel is giving them the most bang for the buck. If that exists, then the ads will be discernible.