This living database gives you a clear, searchable view of the AI infrastructure that matters for Generative Engine Optimization. From LLMs and embedding models to vector databases, you can scan capabilities, limits, and integration notes without wading through endless docs. Filter by category, compare features, and spot the tools that best fit your GEO experiments and production workflows.
If your brand isn’t being retrieved, synthesized, and cited in AI Overviews, AI Mode, ChatGPT, or Perplexity, you’re missing from the decisions that matter. Relevance Engineering structures content for clarity, optimizes for retrieval, and measures real impact. Content Resonance turns that visibility into lasting connection.
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The appendix includes everything you need to operationalize the ideas in this manual, downloadable tools, reporting templates, and prompt recipes for GEO testing. You’ll also find a glossary that breaks down technical terms and concepts to keep your team aligned. Use this section as your implementation hub.
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The AI Search Manual is your operating manual for being seen in the next iteration of Organic Search where answers are generated, not linked.
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