EchoServe: Side-Observation Creative Rotation for Ad Servers

A drop-in creative-selection engine for ad platforms that learns from the feedback spillover already present in ad logs — serving one creative often reveals how related creatives would have performed — so it needs no hand-built creative-similarity model and burns fewer impressions on exploration.