Data-Driven Answer Engine Optimization Agency for AI Overviews & LLMs

Answer engine optimization

AI Overviews and LLMs don’t pull results from ranking, but from structured, accurate answers instead. Our AEO methodology is crucial to transforming your website into a machine-readable knowledge layer, constructed so that AI systems can correctly interpret your expertise, presenting your brand as the default answer. 

With entity-first architecture, citation engineering, and LLM response testing, we ensure your content is fully indexable, quotable, and aligned with how modern models make evaluations.

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methodology

Our Methodology: LLM Interpretability and Entity-First Structure 

AI systems don’t evaluate pages the way search engines traditionally have. Instead, they evaluate structure, context coherence, and entities. At Veza, our AEO methodology is built to make content fully LLM-interpretable, ensuring models can assimilate precisely what your brand does, and select it as the most authoritative answer. Every element is engineered for clarity, focused on how information is organized, how entities relate, and how each element reinforces your expertise.
01

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.

02

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.

03

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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OUTCOME

Conversion Outcomes: What You Walk Out With

AEO only works if it’s translated into measurable, repeatable outcomes. Everything Veza delivers is designed to bolster AI visibility, increase model understanding, and reduce ambiguity across your content infrastructure. From automated schema and LLM-verified copy, to structured content blocks, these ensure your brand becomes the most reliable and go-to answer across generative engines.
01

Retrieval-Optimized Content (ROC)

We build your pages around structured content blocks designed for answer extraction instead of keyword matching. Every section follows answer-first formatting, entity referencing and clear intent signals, empowering LLMs to instantly understand what makes you the authoritative source. This helps improve AI visibility, giving models the clarity required to reference your brand with confidence.

A screenshot of a screen with a blue background.
02

Automated Schema Coverage & Entity Reinforcement

We utilize comprehensive, site-wide schema coverage – including FAQs, How-To, Article, Organization, Product, and more. This helps us ensure all key relationship and entities are structurally aligned. Our automated schema testing flags gaps in coverage, validating that models can correctly interpret your offerings. Where relevant, we also implement GEO-targeting schema for localized comprehension. This all results in a reinforced entity graph that models reliably use as a verified source.

03

Quote-Ability Tested Copy

Every essential piece of copy is tested directly inside LLMs to ensure quotability, interpretability, and context-completion. Veza evaluates how models respond, where confusion arises, and what barriers to your answers might be. By applying intent clustering and voice-answer optimization, we refine your copy so AI systems can confidently replicate it, reducing ambiguity, and increasing authority. 

A screen shot of a computer screen with the words enterprise, cloud infrastructure, api.
04

Human UX Meets Machine Readability

Great AEO doesn’t overlook human experience – rather, it actually elevates it. We design content that flows intuitively, and reads in a natural way, supporting buyer journeys all while providing structural cues for LLMs to interpret your expertise. This is where narrative UX meets structured SEO – storytelling layers with entities, context, and evident semantic markers. This results in digital content that performs for both machines and humans simultaneously.

The webflow agency for high impact design and scalable growth.

"Communication with the team and speed of execution was really outstanding."

Philippe Roireau
SVP Go-To-Market, Northbeam

"Their ability to express our brand in a visually appealing way was impressive."

Olivia Curry
Head of Marketing and Brand @Avasta

"I can’t find any true complaints that are worth noting."

Greg Kerr
VP of Operations @KOCH Management Group

“I'm continually impressed at the speed and quality of their communication.”

Madeleine Work
Director of Marketing @Chili Piper

“Working with Veza Digital has been a tremendous experience from personal and business standpoints.”

Justin Zoradi
VP of Marketing, Webconnex

"The speed and professionalism of the team are mention-worthy."

Katherine Suy
CEO @Luno

"Communication with the team and speed of execution was really outstanding."

Philippe Roireau
SVP Go-To-Market, Northbeam

"Their ability to express our brand in a visually appealing way was impressive."

Olivia Curry
Head of Marketing and Brand @Avasta

"I can’t find any true complaints that are worth noting."

Greg Kerr
VP of Operations @KOCH Management Group

“I'm continually impressed at the speed and quality of their communication.”

Madeleine Work
Director of Marketing @Chili Piper

“Working with Veza Digital has been a tremendous experience from personal and business standpoints.”

Justin Zoradi
VP of Marketing, Webconnex

"The speed and professionalism of the team are mention-worthy."

Katherine Suy
CEO @Luno

"Communication with the team and speed of execution was really outstanding."

Philippe Roireau
SVP Go-To-Market, Northbeam

"Their ability to express our brand in a visually appealing way was impressive."

Olivia Curry
Head of Marketing and Brand @Avasta

"I can’t find any true complaints that are worth noting."

Greg Kerr
VP of Operations @KOCH Management Group

“I'm continually impressed at the speed and quality of their communication.”

Madeleine Work
Director of Marketing @Chili Piper

“Working with Veza Digital has been a tremendous experience from personal and business standpoints.”

Justin Zoradi
VP of Marketing, Webconnex

"The speed and professionalism of the team are mention-worthy."

Katherine Suy
CEO @Luno

"Communication with the team and speed of execution was really outstanding."

Philippe Roireau
SVP Go-To-Market, Northbeam

"Their ability to express our brand in a visually appealing way was impressive."

Olivia Curry
Head of Marketing and Brand @Avasta

"I can’t find any true complaints that are worth noting."

Greg Kerr
VP of Operations @KOCH Management Group

“I'm continually impressed at the speed and quality of their communication.”

Madeleine Work
Director of Marketing @Chili Piper

“Working with Veza Digital has been a tremendous experience from personal and business standpoints.”

Justin Zoradi
VP of Marketing, Webconnex

"The speed and professionalism of the team are mention-worthy."

Katherine Suy
CEO @Luno
VEZA DIGITAL - EST. 2018

Rank with intent. Perform with purpose.

Why AEO Matters

The Strategic Imperative 

AEO is the future-facing layer of SEO, and acts as the structural foundation that determines how AI models evaluate search authority, expertise, and relevance. By ensuring you align your content, schema, and entity relationships with the way generative engines interpret information, we ensure your brand performs and ranks in search engines. This is the optimal way of staying visible in a competitive landscape, one where AI Overviews and LLMs are increasingly shaping discovery. 

AEO is crucial for ensuring your content is built and designed for the way AI systems understand, validate, and surface expertise. We make sure to align every structural element, from schema to narrative architecture (and more), with the signals that models use to determine authoritative answers. 

Got Questions?

We have the answers.
01

What is Answer Engine Optimization (AEO)?

Answer Engine Optimization (AEO) refers to the process of structuring, tagging and formatting your content so that AI systems can correctly interpret and retrieve it, positioning you as an authoritative answer. Instead of fixating solely on traditional rankings, AEO focuses improving machine readability, entity structure, and answer extraction to boost accuracy. It ensures your brand becomes the default source generative engines use when they respond to user questions. 

02

How does AEO differ from SEO?

While SEO is built directly for search engines, AEO is built for answer engines, which include LLMs, AI Overviews, and generative models. SEO focuses on ranking signals, while AEO focuses on structured data, entity clarity, and the precision of answers. AEO ensures that your content is machine-interpretable so models can understand, validate, and quote it in a reliable and accurate fashion. 

03

Can AEO improve visibility in AI Overviews?

In short, yes. AEO is designed specifically to improve your brand’s likelihood of showing up in AI Overviews. By making your content structured, evidence-backed, and entity-consistent, this means models can more simply identify your brand as the most authoritative response. This significantly increases visibility in AI extracts, as well as generative summaries. 

04

How do you optimize content for LLMs and answer engines?

At Veza Digital, we optimize content by aligning every element, including structure, schema, entities, and formatting, with the way LLMs interpret information. This includes a focus on answer-first content blocks, entity mapping, citation engineering, LLM response testing, and more. The goal here is to eliminate ambiguity so that models are able to reproduce your answers with high levels of confidence. 

05

Do you use structured data to improve answer selection?

Yes. Schema markup is an essential component of AEO, and helps models to validate meaning, context, and relationships between your business, and the answers users seek. We implement and test comprehensive schema types across your site to reinforce your entity graph. This increases answer accuracy and helps to ensure models can reference your content as a trusted and reliable source. 

06

What industries benefit most from AEO?

AEO benefits any industry where expertise, accuracy, and trust help drive conversions. This includes things like SaaS, B2B, services, healthcare, finance, and technical fields. Brands with complex products or multi-layered terminology can gain even more value. If your prospects rely on accurate and precise information, AEO improves your visibility across AI-led discovery. 

07

How long does it take to see AEO results?

Most clients start to see early improvements in AI visibility and answer stability within 10-60 days, while more significant results become clear after 3-6 months. Generative engines refresh and retrain continually, bringing structural improvements over time. The more consistent your content and schema becomes, the faster that models can adopt your brand as the preferred answer. 

08

How do you measure ROI from AEO?

At Veza, we measure ROI through improvements to things like AI visibility, reduction of hallucinated responses, growth in answer stability, and increases in branded answer retrieval. For enterprise clients, we also look to track Assisted Conversion pathways influenced by AI Overviews and generative search engines. The result of this is a much clearer view of how AEO impacts your company’s authority and revenue attribution. 

09

Does AEO replace SEO or work alongside it?

AEO functions most successfully alongside SEO as a complementary and strategic layer. SEO ensures your site is discoverable and crawlable, while AEO ensures your content is understandable and quotable by AI systems. Together, these serve to futureproof your visibility across both search engines and generative AI models. 

10

What tools do you use to analyze AI performance?

At Veza Digital, we use a mix of proprietary prompt-testing frameworks, alongside structured data validators, entity graph mapping tools, and third-party LLM evaluation systems. These tools help us measure the accuracy of your answers, detect hallucinations, and identify gaps in entity coverage. Continuous testing ensures your content remains aligned with model behaviour as LLMs and search engine algorithms continue to evolve.

11

Do you offer AEO consulting for internal teams?

Yes, We provide consultations and internal training to help teams adopt AEO best practices across content, SEO, and development workflows. This helps ensure your organization can maintain structural consistency as your business and its content continue to grow. Many clients combine consulting with ongoing monitoring or schema oversight. 

12

How does entity mapping improve answer accuracy?

Entity mapping is essential for clarifying the relationship between your brand, products, features, and value propositions. By providing AI models with a clear and structured network of concepts, you can reduce the chances of misinterpretation. This is something that will dramatically increase answer accuracy across AI Overviews, chat models, and voice assistants.

13

Can you optimize our site for both SEO and AEO at the same time?

Yes. We combine SEO fundamentals with AEO enhancements, which helps us optimize your technical SEO foundation while also building entity-first, schema-rich structure required for AI interpretability. The result of this is that your site not only ranks better, but it becomes the go-to source for LLMs and AI Overviews. 

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