---
title: "Discussion on \"Don’t A/B Test the LLM: Randomize the Voice Conversation Policy\" | Hashnode"
description: "Discussion on \"Don’t A/B Test the LLM: Randomize the Voice Conversation Policy\". A production-ready experimentation architecture for AI voice companions that preserves randomization across turn-taking, interruption, latency, and re"
url: "https://hashnode.com/posts/don-t-a-b-test-the-llm-randomize-the-voice-conversation-policy/6a7aa31f9942be23a2579bff"
---

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# [Don’t A/B Test the LLM: Randomize the Voice Conversation Policy](https://trtc.hashnode.dev/don-t-a-b-test-the-llm-randomize-the-voice-conversation-policy?utm_source=hashnode&utm_medium=feed)

A production-ready experimentation architecture for AI voice companions that preserves randomization across turn-taking, interruption, latency, and re

Aug 11 · 12 min read · trtc.hashnode.dev  
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-   [#conversational-ai](https://hashnode.com/tag/conversational-ai)
-   [#voice-ai](https://hashnode.com/tag/voice-ai)
-   [#observability](https://hashnode.com/tag/observability)
-   [#ab-testing](https://hashnode.com/tag/ab-testing)

## Written by

[Shuoxin Wang](https://hashnode.com/@SusieWang)

@SusieWang

  
[View profile](https://hashnode.com/@SusieWang)

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