@darius One or two firms in the marketing side of the business have had some solid success with evidence-based detection of bot networks, keeping their heads slightly above water against the daily code changes written specifically to counter their detection tools. Platform and publisher sides of the business have been reluctant to use them on content because of expense. Not an easy problem to solve but industry can do much better.