Find Prompts You're Losing
Ranked table of every prompt a named competitor is winning.
ChatBakers What this workflow does
"We have lower visibility" is not an action. It is a symptom. The gap between knowing you are behind and knowing exactly where and why is the difference between a vague aspiration to do better in AI search and a specific content and PR sprint with a clear target.
This produces the specific version: a ranked table of the exact prompts where a named competitor is cited and you are not, broken down by AI model so you know whether the gap is universal or concentrated on one platform.
The top of that list becomes your content brief, your PR outreach queue, and your next 30-day focus area — all in one output.
Example prompt
❯ Pull the visibility report for our brand and for [Competitor X] broken down by prompt for the last 30 days. For each tracked prompt, compare our visibility score to theirs and calculate the gap. Rank the results from largest competitor advantage to smallest. Return a table with: prompt text, our visibility score, competitor score, the gap size, and which AI models the competitor is winning on. Highlight the top 10 prompts where the gap is largest and we are currently getting zero visibility.
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