The Query Fan-Out Tool is a specialized research platform designed to help marketers and SEO professionals understand how AI search engines process user prompts. By revealing the hidden "fan-out" process—where a single prompt is broken down into multiple sub-queries—this tool provides actionable insights into how LLMs like ChatGPT, Claude, and Perplexity source their information. It bridges the gap between traditional search engine optimization and the emerging field of Generative Engine Optimization (GEO).
Key Features
- Automated Fan-Out Mapping: Automatically breaks down any user prompt into 8–12 distinct sub-queries, categorized by intent such as comparative, informational, or entity expansion.
- Priority Scoring: Provides a clear verdict on every sub-query—labeling them as "worth building," "watch," or "skip"—based on volume, keyword difficulty, and AI Overview presence.
- Cited Source Analysis: Identifies the specific domains and pages currently being cited by AI models for each sub-query, helping you understand your competitive landscape.
- Canonical Answer Generation: Displays the synthesized response an AI would generate based on the retrieved web results, allowing you to see exactly what your prospects are reading.
- Actionable Playbooks: Offers strategic guidance on how to optimize your content based on your current ranking status and the competitiveness of the identified sub-queries.




