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Google AIO Analyzer
In-depth analysis of Google AIO Answers and Citation patterns and volatility.
How stable are AIO Answers, Brand Visibility and Citations over time?
Are the recurring patters in Subtopics mentioned and does the content of the cited sources match the AIO Answer Chunks they are cited for?
Check out the Streamlit App and dive into the highly interesting analysis.
Tech stack:
- DataForSEO API for SERP/AIO collection
- Docling Hybrid Chunking for text segmentation and Source Website Chunk matching
- Gemini/Gemma 4 for embeddings and subtopic labeling
- Selenium based Chromium browser Crawling of referenced URLs (to bypass crawl protection, execute javascript and open/save accordions that might be missed otherwise)
- YouTube API* to extract data from YouTube videos and analyze transcripts
