When people use ChatGPT for research, product discovery, or recommendations, they only see the final answer. What they don t see is the real engine behind it - the hidden sub-queries, the sources pulled in, and which brands or products are actually being used to form the response.
That black box is becoming a serious problem for SEO, AEO, and brand teams. If AI systems decide what gets recommended, then not knowing how those decisions are made means flying blind.
That s why I built quolity.ai - ChatGPT Query Fanouts & AI Insights, a Chrome extension that shows how ChatGPT builds every answer. It reveals:
Every time ChatGPT answers a question, it runs multiple hidden query fanouts, scans dozens of sources, and selects which brands, pages, and products to surface. Quolity AI's Chrome Extension reveals that entire pipeline in real time - from the fanout queries to the sources evaluated, the citations chosen, and the products recommended. It gives SEO, AEO, and growth teams a way to finally measure and optimize visibility inside AI search, not just on Google.
Say hello to faster, better ChatGPT results! - Run bulk queries using just a CSV upload - Solve advanced use cases by adding external data sources to your query - Use Pro-Templates for high quality results!
