When you’re looking to reduce your ad fraud rates, always:

• Pick the vendor that detects the most fraud
• Check every impression (not a sample) for fraud
• Look for brokered traffic (it’s garbage)
• Assume fraud is worse than you think
• Don’t be obsessed by scale

Most importantly, stop advertising to audiences. Advertise to people. And win.