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GumGum claims that "Many providers in the contextual space do not actually use machine learning but make use of keyword-based algorithms."

To GumGum’s knowledge, IAS, DoubleVerify, Oracle and Peer39 all use keyword-based algorithms to define their contextual and brand safety segments and do not leverage deep learning, let alone machine learning, models for classification.

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