# Prompt set bias audit

Category: Strategy & Research

Spot self-flattering prompts and fix the blind spots

[Connect Notra MCP](https://www.usenotra.com/mcp.md?ntr=83yQWgjYRz-3ERzX)

[Build your own workflow](https://www.usenotra.com/docs/devtools/mcp?ntr=83yQWgjYRz-3ERzX)

## Prompt

```
Review every prompt we track in Notra for self-flattering bias. Flag prompts that are too narrow, too brand-leading or too aligned with our own positioning to give a fair read on the market. For each flagged prompt, explain the problem and propose a neutral replacement a real buyer would ask. Show me the list, and once I approve, disable the flagged prompts and create the replacements tagged "bias-audit".
```

Runs on Notra MCP.

Notra MCP tools used: `list_geo_prompts`, `list_geo_prompt_result_summaries`, `update_geo_prompt`, `create_geo_prompt`

## What this use case can do for you

Prompts that mention your brand, your category name or your favourite feature report high visibility scores and hide how you compare to competitors.

The agent reviews every tracked prompt for leading wording, explains each one it flags and proposes a neutral replacement.

You find out whether your tracking measures the market or your own marketing.


## Related use cases

- [Search Console to prompt discovery](https://www.usenotra.com/mcp/use-cases/search-console-to-prompt-discovery.md?ntr=83yQWgjYRz-3ERzX): Turn high-potential Search Console queries into tracked prompts
- [Agent readiness audit](https://www.usenotra.com/mcp/use-cases/agent-readiness-audit.md?ntr=83yQWgjYRz-3ERzX): Find out whether AI agents can use your site
- [Tracking strategy builder](https://www.usenotra.com/mcp/use-cases/tracking-strategy-builder.md?ntr=83yQWgjYRz-3ERzX): Inspect and rebuild your project's prompts and competitors

[View all](https://www.usenotra.com/mcp/use-cases.md?ntr=83yQWgjYRz-3ERzX)