LLM exposure and funnel erosion in consumer journeys: Measuring journey compression and reordering in passive behavioral logs

Authors: C. J. Vargo; S. Rahman; T. Hopp

Publication: Journal of Marketing Analytics, 2026

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Abstract

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How to Cite

Vargo, C. J., Rahman, S., & Hopp, T. (2026). LLM exposure and funnel erosion in consumer journeys: Measuring journey compression and reordering in passive behavioral logs. Journal of Marketing Analytics. https://doi.org/10.1057/s41270-026-00488-w

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