Our Methodology: LLM Interpretability and Entity-First Structure
Entity-First Structured Content Design
LLMs view clarity as structure. Instead of focusing on narrative paragraphs that can sometimes hide key information, AEO converts your site into a machine-readable knowledge asset that is focused around entities, relationships, and intent signals. AEO differs from traditional SEO in that SEO organizes content for ranking, while AEO organizes content specifically for the purpose of answer extraction.
Through the use of structured blocks, entity mapping, and intent clustering, we design pages so models can swiftly identify what you are, what you offer, and what makes you the authoritative source.
Advanced Schema Implementation & Citation Engineering
Modern LLMs rely on explicit structure to help validate meaning, and this is what makes advanced schema coverage a core pillar of AEO. We implement every relevant schema type, including How-To, Organization, Breadcrumb, and more, to help reinforce entity relationships cross-platform. This provides a structured evidence graph AI models can depend on when determining accuracy.
However, schema alone is not enough. Citation engineering is critical to guiding models toward specific sections and evidence sources that help bolster expertise. This removes the issue of ambiguity, while strengthening authority signals, and improving how LLMs cite your content.
LLM Response Testing & Generative Engine Optimization (GEO)
At Veza Digital, we simulate how LLM’s perceive, interpret and respond with your content, and we do it all well before a customer ever sees an AI Overview. Through controlled prompt testing, monitoring of LLM performance, and hallucination detection, we reveal precisely where models misunderstand your brand, or struggle to retrieve accurate information, and we help guide structural improvement.
Our process powers Generative Engine Optimization (GEO), helping refine your content, schema, and entities so generative models can reliably produce accurate, context-complete answers relating to your brand. GEO makes sure you aren’t only visible… you’re the only answer worth giving.

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