# From Offline Proxies to Online Decisions: A Layered Engagement Evaluation Framework for Conversational AI

**Published:** September 23, 2026
**Author:** Xuanyi Li, Vaskar Nath, Hossein Amirkhani, Jay Li, Alex Deng
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/from-offline-proxies-to-online-decisions-a-layered-engagement-evaluation

arXiv:2609.25408v1 Announce Type: new Abstract: Online A/B experiments are the decision standard for user engagement, but traffic and readout time limit how many conversational-AI changes can be tested. We ask whether an offline signal designed to be computable without…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.25408)

**Tags:** #arXiv

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