Fraud & Quality
- Multi-layer detection: device, velocity, proxy/VPN, behavioral signals, blacklist/graylist.
- Manual QA on spikes, new placements, and unusual conversion patterns.
- Chargeback & dispute collaboration with actionable logs and timestamps.
- Progressive enforcement: warnings → caps → hold → disable.