---
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/mcp-use-cases/negative-topic-cluster-finder/"
language: "en"
---

[Back](https://www.igeo.ai/mcp-use-cases/)**Category**Sentiment & Reputation

# Negative Topic Cluster Finder

Identifies the exact reputation themes hurting AI perception.

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

**Primary Role**Brand Lead / Product Marketing

## What this use case can do for you

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 It is useful for deciding whether the issue is messaging, product positioning, outdated content, missing proof, or competitor framing.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.

## Related use cases

Category Sentiment & Reputation

### Negative Topic Cluster Finder

Identifies the exact reputation themes hurting AI perception.

[See setup guide](https://www.igeo.ai/mcp-use-cases/negative-topic-cluster-finder/)

Category Sentiment & Reputation

### Provider Sentiment Comparison

Shows where brand perception varies by AI engine.

[See setup guide](https://www.igeo.ai/mcp-use-cases/provider-sentiment-comparison/)

Category Sentiment & Reputation

### Positive Narrative Finder

Identifies brand messages that AI already understands well.

[See setup guide](https://www.igeo.ai/mcp-use-cases/positive-narrative-finder/)

---

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

[Documentation index](https://www.igeo.ai/llms.txt) · [Developer documentation](https://www.igeo.ai/developers/)