--- id: "/ai-search-visibility-seo-geo-aeo/measuring-ai-citations-and-visibility/" title: "Measuring AI citations and visibility: 20 curated resources" url: "https://skillissue.dev/ai-search-visibility-seo-geo-aeo/measuring-ai-citations-and-visibility/" --- [Home](/index.md) · [AI search visibility (SEO/GEO/AEO)](/ai-search-visibility-seo-geo-aeo/index.md) # Measuring AI citations and visibility: 20 curated resources Measuring AI citations and visibility: 20 curated resources brings together 20 resources with credited original sources. Use prerequisite levels to find learning material; unrated entities remain available in the full collection. Measuring AI citations and visibility [Beginner](/ai-search-visibility-seo-geo-aeo/beginner/index.md) [Intermediate](/ai-search-visibility-seo-geo-aeo/intermediate/index.md) [Advanced](/ai-search-visibility-seo-geo-aeo/advanced/index.md) [Expert](/ai-search-visibility-seo-geo-aeo/expert/index.md) 20 resources · page 1 of 1 - ### [geo-aeo-tracker](/e/danishashko-geo-aeo-tracker/index.md) by [Daniel Shashko](https://github.com/danishashko) Self-hosted tracker that scores a brand's mentions, position, citations and sentiment in ChatGPT, Perplexity, Gemini, Copilot and AI Mode, using your API keys. entity repo en - ### [elmo](/e/elmohq-elmo/index.md) by [Elmo](https://github.com/elmohq) Self-hosted tracker that runs a prompt set across ChatGPT, Claude, Perplexity, Gemini and AI Overviews and records brand mentions and citations. entity repo West en - ### [GEO](/e/geo-optim-geo/index.md) by [GEO-optim (Aggarwal et al.)](https://github.com/GEO-optim) Code and GEO-bench query set from the 2023 GEO paper by Aggarwal et al., for testing how content edits change visibility in generative engine answers. entity repo en - ### [geo-score](/e/jianruntech-geo-score/index.md) by [Jianrun Tech](https://github.com/jianruntech) CLI that scores a site 0 to 100 on an open, versioned rubric for AI citability, then checks real citations through engine APIs with your keys. entity repo CN en - ### [Limelit Open](/e/limelit-co-open/index.md) by [Limelit](https://github.com/limelit-co) Single-binary self-hosted tracker of brand mentions and citations across ChatGPT, Claude, Perplexity, Gemini and Google AI features, with an MCP server. entity repo en - ### [oneglanse](/e/oneglanse/index.md) by [OneGlanse](https://github.com/oneglanse) Self-hosted tool that runs chosen prompts in AI products, saves the answers and records brand mentions, competing brands and cited domains. entity repo en - ### [AI Overviews Reduce Clicks by 34.5%](/e/ahrefs-ai-overviews-reduce-clicks/index.md) by [Ahrefs](https://ahrefs.com) Ahrefs comparison of 300,000 keywords, half with an AI Overview, measuring the top-ranking page's click-through rate in each group. Intermediate learning_resource blog other en - ### [The AI Search Optimization Checklist](/e/aleyda-solis-ai-search-optimization-checklist/index.md) by [Aleyda Solis](https://www.aleydasolis.com) Aleyda Solis's 12-step AI search process from prompt library to reporting, giving key questions, actions and target metrics per step, with a Sheets copy. Intermediate learning_resource guide en - ### [AI Performance in Bing Webmaster Tools](/e/bing-ai-performance/index.md) by [Microsoft](https://www.microsoft.com) Bing Webmaster Tools help on the AI Performance report, which lists a site's pages cited in AI answers and the grounding queries behind them. Intermediate–Advanced learning_resource docs West en - ### [AI Search Has a Citation Problem](/e/cjr-ai-search-citation-problem/index.md) by [Tow Center for Digital Journalism](https://www.cjr.org) Tow Center test of eight AI search tools on 1,600 news excerpts, counting wrong attributions, invented links and answers from sites that blocked the crawler. Intermediate learning_resource blog West en - ### [Generative AI performance report (Search)](/e/google-search-console-genai-performance-report/index.md) by [Google](https://developers.google.com) Search Console report of a site's impressions in AI Overviews and AI Mode by page, country, device and date; it does not include clicks. Intermediate–Advanced learning_resource docs West en - ### [aeo-skills](/e/psyduckler-aeo-skills/index.md) by [psyduckler](https://github.com/psyduckler) Agent skills for prompt research and tracking a brand in Gemini AI Overviews, ChatGPT and Perplexity, storing every raw response as JSON. Intermediate–Advanced learning_resource skill-library en - ### [Evaluating Verifiability in Generative Search Engines](/e/arxiv-2304-09848/index.md) by [Nelson F. Liu, Tianyi Zhang, Percy Liang](https://arxiv.org/abs/2304.09848) Human audit of four generative search engines measuring how many answer sentences are fully supported by their citations and how many citations support them. Advanced–Expert learning_resource paper West en - ### [Manipulating Large Language Models to Increase Product Visibility](/e/arxiv-2404-07981/index.md) by [Aounon Kumar, Himabindu Lakkaraju](https://arxiv.org/abs/2404.07981) Harvard study showing that an optimised text sequence added to a product page raises how often an LLM lists that product as its top recommendation. Advanced–Expert learning_resource paper West en - ### [Ranking Manipulation for Conversational Search Engines](/e/arxiv-2406-03589/index.md) by [Samuel Pfrommer, Yatong Bai, Tanmay Gautam, Somayeh Sojoudi](https://arxiv.org/abs/2406.03589) Study of how text injected into product pages changes the order in which conversational search engines rank and cite those products. Advanced–Expert learning_resource paper West en - ### [Adversarial Search Engine Optimization for Large Language Models](/e/arxiv-2406-18382/index.md) by [Fredrik Nestaas, Edoardo Debenedetti, Florian Tramèr](https://arxiv.org/abs/2406.18382) ETH Zurich paper on preference manipulation attacks, where web pages or plugin docs steer an LLM to promote one product and discredit rivals. Advanced–Expert learning_resource paper West en - ### [C-SEO Bench: Does Conversational SEO Work?](/e/arxiv-2506-11097/index.md) by [Haritz Puerto, Martin Gubri, Tommaso Green, Seong Joon Oh, Sangdoo Yun](https://arxiv.org/abs/2506.11097) Benchmark that tests published conversational SEO methods across several domains and with many competing actors, asking whether they raise visibility. Advanced–Expert learning_resource paper en - ### [Generative Engine Optimization: How to Dominate AI Search](/e/arxiv-2509-08919/index.md) by [Mahe Chen, Xiaoxuan Wang, Kaiwen Chen, Nick Koudas](https://arxiv.org/abs/2509.08919) University of Toronto experiments comparing which sources AI search engines and Google cite across verticals, languages and query types. Advanced–Expert learning_resource paper West en - ### [What Generative Search Engines Like and How to Optimize Web Content Cooperatively](/e/arxiv-2510-11438/index.md) by [Yujiang Wu, Shanshan Zhong, Yubin Kim, Chenyan Xiong](https://arxiv.org/abs/2510.11438) Carnegie Mellon paper introducing AutoGEO, which learns generative engines' content preferences and rewrites pages to match them. Advanced–Expert learning_resource paper West en - ### [E-GEO: A Testbed for Generative Engine Optimization in E-Commerce](/e/arxiv-2511-20867/index.md) by [Puneet S. Bagga, Vivek F. Farias, Tamar Korkotashvili, Tianyi Peng, Yuhang Wu](https://arxiv.org/abs/2511.20867) Testbed of e-commerce queries for measuring how rewriting product descriptions changes their ranking in generative engine answers. Advanced–Expert learning_resource paper West en [Plain-text Markdown copy](/ai-search-visibility-seo-geo-aeo/measuring-ai-citations-and-visibility/index.md)