Static bot lists miss sophisticated invalid traffic. Per-impression scoring using device stability, datacenter IP detection, and headless signals delivers MRC-aligned GIVT and SIVT labels.
IVT Classification Beyond Bot Lists
Device consistency and impression-level scoring for publishers.