aeo-prompt-frequency-analyzer

To analyze Gemini search query frequency for AEO workflows, run a given prompt N times with Google Search grounding to collect and report the frequency of generated queries. This evaluates retrieval patterns across multiple runs to inform content strategy.

Google Search grounding retrieval behavior in Gemini refers to how the model generates and selects search queries to ground its responses. Analyzing this behavior across multiple runs reveals recurring retrieval sets and query intents for prompt optimization.

You can benchmark Gemini prompt retrieval patterns by executing repeated prompts via included scripts with a Gemini API key. The analyzer collects generated queries, classifies intents, and summarizes sources to evaluate competitive research and topic exploration.

Yes, you need a Gemini API key to run the prompt frequency analyzer. The Skill uses this key within its scripts to execute repeated prompts against Gemini with Google Search grounding and collect the resulting query frequency data.

Yes, you can classify query intents generated by Gemini with Google Search grounding. The analyzer collects queries from multiple runs and classifies their intents to identify recurring retrieval sets for prompt tuning and content strategy.

Limitations of analyzing Gemini search queries for AEO include being restricted to Google Search grounding behavior and requiring a Gemini API key. The Skill evaluates retrieval patterns across multiple runs and models but does not modify the underlying search algorithm.