Prompt Set Bias Audit
Spot self-flattering prompts in your setup and fix them.
ChatBakers 
Claude What this workflow does
Prompts that are too narrow, too brand-leading, or too aligned with the team's own positioning will report flattering visibility scores while obscuring the competitive reality the project is supposed to surface.
This audits the full prompt set: every tracked prompt reviewed for self-flattering framing, the narrow or leading ones flagged with reasoning, specific swap recommendations that close the blind spots, and a CSV ready to drop back into ChatBakers.
No external API keys and no extra tooling — just an honest read on whether the tracking is measuring the market or measuring your own marketing.
Example prompt
ChatBakers MCP connected ❯ Review our tracked prompts for self-flattering bias. Flag prompts that are too narrow, too brand-leading, or too aligned with our positioning to give a fair visibility read. Output a readable report and a CSV of recommended prompts to add or swap in.
Related use cases
Outreach to Citation Gap Pages
Surfaces pages that cite competitors but not you, scrapes the contact, and launches personalised outreach.
Find Prompts You're Losing
Ranked table of every prompt a named competitor is winning.
Search Console to Prompt Discovery
Turn high-potential Search Console queries into ChatBakers prompts.