# Competitor Comparisons and Sentiment — AI Visibility and LLM Brand Discovery

Source: https://www.geekswithgeeks.com/en/ai-visibility/risk-competitors-sentiment

> Understand how your brand is positioned against others and respond to negative themes constructively.

## Read the narrative

Look beyond "mentioned or not" to **how** you are described. Which strengths and weaknesses do assistants repeat? Which competitors appear alongside you, and for which use cases do they get recommended instead? Negative themes ("slow support", "expensive", "limited integrations") usually reflect real reviews and articles. The durable response is to **improve the product and service**, then make the improvement visible: update your pages, ask newly happy customers for reviews, publish case studies and honest roadmaps. Do not try to bury criticism; address it.

## Summarising descriptions

A simple tally of repeated phrases across saved answers shows the dominant themes. Use your own coding of themes, positive and negative.

```text
Theme (across 40 answers)        Count   Tone
"easy to set up"                     21     positive
"good for small teams"               17     positive
"limited integrations"               11     negative
"support can be slow"                 6     negative
Often recommended instead of us for: enterprise reporting (Jira), Gantt charts (Monday)
```

## Turn themes into a roadmap

Recurring negative themes are free market research. Share them with product and support teams so real fixes, not just messaging, change the story.

**Quiz:** What is the most durable response to a recurring negative theme?

- [ ] Hide the criticism
- [x] Improve the product or service, then make the improvement visible
- [ ] Post fake praise
- [ ] Attack the reviewers

*Answer:* Improve the product or service, then make the improvement visible. Real improvement changes what reviews and articles say, which changes how assistants describe you.