---
title: "Discussion on \"Smaller Model, 6.5× the Cost: What Tracing LLM Classifier Taught Me\" | Hashnode"
description: "Discussion on \"Smaller Model, 6.5× the Cost: What Tracing LLM Classifier Taught Me\". One slow LLM call, two wrong assumptions, and the measurements that corrected them."
url: "https://hashnode.com/posts/smaller-model-6x-the-cost/6ad0cae1a13d4138de94e154"
---

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# [Smaller Model, 6.5× the Cost: What Tracing LLM Classifier Taught Me](https://saipriya-builds.hashnode.dev/smaller-model-6x-the-cost?utm_source=hashnode&utm_medium=feed)

One slow LLM call, two wrong assumptions, and the measurements that corrected them.

Oct 15 · 9 min read · saipriya-builds.hashnode.dev  
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-   [#langsmith](https://hashnode.com/tag/langsmith)
-   [#observability](https://hashnode.com/tag/observability)
-   [#ai](https://hashnode.com/tag/ai)

## Written by

[Saipriya M Ravi](https://hashnode.com/@saipriya-mr)

@saipriya-mr · Bengaluru, India

  
[View profile](https://hashnode.com/@saipriya-mr)

Tech Tales : Building, Debugging and Learning

Python Backend Developer | GenAI Engineer

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