The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Your Ranking Model Is Optimizing the Wrong Thing with Zoe Weil - #780

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Oct 15, 2026
Zoe Weil, co-founder and CEO of Sequen, builds real-time ranking systems for consumer businesses. She discusses why clicks and search relevance can miss purchase intent, how hovers, scroll speed, and dwell time shape live recommendations, and why retail needs different methods than social platforms. The conversation also explores anonymous personalization, Rust-powered millisecond ranking, specialized model “orchestras,” and improving ad and organic revenue together.
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INSIGHT

Optimize Purchases Instead Of Clicks

  • Sequen optimizes for influencing high-intent behavior rather than helping users find items faster.
  • Its large event models generalize across real-time behavioral streams, not text or language.
INSIGHT

Live Ranking Depends On Three Hard Problems

  • Effective live ranking requires fine-grained, leakage-free data, continuously improving personalization, and extremely fast serving.
  • Sequen processes hovers, scroll speed, dwell time, and navigation patterns before serving rankings within roughly 50 milliseconds.
INSIGHT

Social Ranking Research Needs More Data

  • Social-platform ranking methods do not transfer directly to retailers because retailers lack comparable behavioral volume.
  • Sequen extracts more value from each session without sharing customer data across clients.
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