# GEO Toolkit: Stop Guessing Your AI Search Citations Page: https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/geo-toolkit-stop-guessing-your-ai-search-citations Text version: https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/geo-toolkit-stop-guessing-your-ai-search-citations.md Podcast: [Answer Engine Optimization (AEO): The AI Search Podcast](https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998) Published: 2026-05-06T15:34:44+00:00 Episode link: https://share.transistor.fm/s/4759c41a Audio file: https://media.transistor.fm/4759c41a/1ad1cc26.mp3 Processing state: processed JSON: https://stenobird.com/v1/public/podcasts/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/episodes/geo-toolkit-stop-guessing-your-ai-search-citations Duration seconds: 332 ## Resource Traditional SEO is no longer enough as users shift from clicking links to consuming AI-generated answers. This episode explores a new open-source toolkit designed to audit and improve your brand's visibility within ChatGPT, Perplexity, and Gemini. ## Highlights - Main idea: Generative Engine Optimization (GEO) focuses on securing citations in AI responses rather than just ranking URLs - Practical takeaway: Use the open-source GEO Optimizer toolkit to audit your site's discovery, understanding, and inclusion scores - Failure mode: Relying solely on traditional SEO metrics while ignoring whether AI models can parse and cite your content - Key metric: The toolkit evaluates over 90 signals to determine if your content is structured for conversational queries - Strategic shift: The goal of modern optimization is to become a trusted source within the LLM's training and retrieval context ## Topics Generative Engine Optimization, AI Search, ChatGPT, Perplexity AI, Gemini, SEO, Digital Marketing, LLM Citations ## Chapters - 0:00 — The Shift to AI Search: Introduction to the changing landscape of search and the emergence of Generative Engine Optimization (GEO). - 1:00 — The Visibility Gap: The problem of being invisible in AI-generated answers despite having strong traditional SEO rankings. - 2:00 — The GEO Toolkit Framework: An overview of the Princeton-based toolkit and its focus on AI discovery, understanding, and inclusion. - 3:00 — Measuring AI Citations: How to use the toolkit to audit 90+ signals and identify gaps in your brand's AI presence. - 4:00 — The Future of Organic Traffic: Why early adoption of GEO is critical as major platforms like Semrush and Adobe integrate AI search modules. - 5:00 — Actionable Next Steps: How to run a GEO audit to identify and fix gaps in your AI search visibility. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/episodes/geo-toolkit-stop-guessing-your-ai-search-citations/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/answer-engine-optimization-aeo-the-ai-search-podcast-7756998/geo-toolkit-stop-guessing-your-ai-search-citations.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.