Learning management platform offering professional certifications and business training.
Spam bots filled out course registration forms to run email spam lists, triggering conversion events and distorting search ad targeting.
Filtered out non-human keystroke speed. Restored Meta and Google pixel training to human data.
"We were optimizing for user signups, but bots were generating fake signups. BotRefund stopped pixel poisoning, raising conversion quality immediately."