---
title: "Negative Topic Cluster Finder"
description: "Identifies the exact reputation themes hurting AI perception. Build this workflow with igeo.ai MCP."
url: "https://www.igeo.ai/ar/mcp-use-cases/negative-topic-cluster-finder/"
language: "ar"
---

[رجوع](https://www.igeo.ai/ar/mcp-use-cases/)**الفئة**المشاعر والسمعة

# Negative Topic Cluster Finder

Identifies the exact reputation themes hurting AI perception.

[اربط igeo.ai MCP](https://www.igeo.ai/developers/)

**الدور الأساسي**Brand Lead / Product Marketing

## ما الذي يمكن أن يفعله هذا الاستخدام من أجلك

This workflow groups negative or weak sentiment by topic so teams can see the root causes behind poor AI perception. It is useful for deciding whether the issue is messaging, product positioning, outdated content, missing proof, or competitor framing.

**Prompt**

Find the topics where AI responses are most negative or least favorable toward our brand, and explain the recurring themes.

## حالات استخدام ذات صلة

الفئة المشاعر والسمعة

### Negative Topic Cluster Finder

Identifies the exact reputation themes hurting AI perception.

[راجع دليل الإعداد](https://www.igeo.ai/ar/mcp-use-cases/negative-topic-cluster-finder/)

الفئة المشاعر والسمعة

### Provider Sentiment Comparison

Shows where brand perception varies by AI engine.

[راجع دليل الإعداد](https://www.igeo.ai/ar/mcp-use-cases/provider-sentiment-comparison/)

الفئة المشاعر والسمعة

### Positive Narrative Finder

Identifies brand messages that AI already understands well.

[راجع دليل الإعداد](https://www.igeo.ai/ar/mcp-use-cases/positive-narrative-finder/)

---

Source: https://www.igeo.ai/ar/mcp-use-cases/negative-topic-cluster-finder/

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