aeo-prompt-frequency-analyzerAnalyze what search queries Gemini uses when answering a prompt, by running it multiple times with Google Search grounding and reporting frequency distributi...
Install via ClawdBot CLI:
clawdbot install psyduckler/aeo-prompt-frequency-analyzerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://generativelanguage.googleapis.com/v1beta/models/{model}:generateContent?Uses known external API (expected, informational)
googleapis.comAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Marketing teams can analyze how AI models interpret search intent for target keywords by running prompts multiple times. This reveals which search queries Gemini generates most frequently, helping optimize content to match actual search patterns and improve organic visibility.
AI researchers can study the probabilistic nature of how language models trigger web searches by analyzing query frequency distributions. This helps understand model uncertainty, grounding patterns, and how different phrasings lead to varied search behaviors.
Business intelligence teams can analyze what search queries competitors' content might trigger by testing similar prompts. This reveals which information sources and search patterns AI models associate with specific topics, providing insights into market positioning.
Educational publishers can test how AI models search for academic topics to ensure their materials align with common search patterns. By analyzing query frequencies, they can identify gaps in content coverage and improve educational resource relevance.
Offer a web-based platform where users can input prompts and receive detailed frequency analysis reports. Charge monthly subscriptions based on analysis volume and features, with enterprise plans for high-volume users needing custom integrations and API access.
Provide expert analysis services for companies needing deep insights into AI search behavior. Consultants run custom analyses for clients, interpret results, and deliver strategic recommendations for SEO, content strategy, or AI implementation.
Expose the analysis functionality through a REST API that developers can integrate into their applications. Charge based on API call volume with different pricing tiers, offering scalable access to prompt frequency analysis without infrastructure management.
💬 Integration Tip
Store API keys securely using environment variables or secret management services, and implement proper error handling for API rate limits when running concurrent analyses.
Scored Apr 19, 2026
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