Knowledge Base

Frequently Asked Questions

Direct answers about Answer Engine Optimization, technical SEO, AI search engines, and the engineering behind getting cited by ChatGPT, Perplexity, and Google AI Overviews.

Showing 21 of 21 questions

AEO

What is Answer Engine Optimization (AEO)?

Answer Engine Optimization (AEO) is the discipline of engineering content, structured data, and entity authority so that AI answer engines — including ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini — cite your brand directly in their generated responses. AEO targets AI-mediated citations rather than traditional blue-link rankings.

AEO

How do you get a website cited by ChatGPT and Perplexity?

A website gets cited by ChatGPT and Perplexity when it combines strong entity authority, comprehensive structured data (Organization, Article, FAQPage, HowTo schema), and content that directly answers the conversational queries users send to AI assistants. Citation also requires technical accessibility — server-side rendering, fast load times, and a clean robots.txt that allows AI crawlers like GPTBot, PerplexityBot, and ClaudeBot.

AEO

What is the difference between AEO and GEO?

AEO (Answer Engine Optimization) and GEO (Generative Engine Optimization) describe the same practice: optimizing content for AI-generated answers. We prefer the term AEO because the goal is being the cited source inside an AI-generated answer, not simply being mentioned anywhere in generative output.

AEO

Can anyone guarantee AI citations from ChatGPT or Google AI Overviews?

No reputable provider can guarantee specific AI citations because large language model outputs are probabilistic and continuously evolving. What can be guaranteed is the underlying engineering — structured data, entity signals, and content architecture — that maximizes the probability of citation across major AI engines.

AEO

Which AI assistants and answer engines should a brand optimize for in 2025?

A modern AEO program targets ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini, and Microsoft Copilot. These engines share underlying signals — entity authority, structured data, citation-worthy content, and crawler accessibility — so a single technically sound AEO foundation produces visibility across all of them.

SEO

What does technical SEO engineering include?

Technical SEO engineering includes site architecture audits, JSON-LD schema systems, internal linking architecture, Core Web Vitals optimization, crawl budget management, server-side rendering audits, hreflang implementation, and programmatic sitemap generation. It is delivered as engineered systems rather than one-off fixes.

SEO

How important is structured data (JSON-LD) for SEO and AEO?

Structured data is critical for both SEO and AEO. JSON-LD schema (Organization, Article, FAQPage, HowTo, Product, BreadcrumbList) makes content machine-readable, which directly impacts rich result eligibility in Google and citation probability in AI answer engines.

SEO

What are Core Web Vitals and why do they matter?

Core Web Vitals are Google's page experience metrics: Largest Contentful Paint (LCP) for loading, Interaction to Next Paint (INP) for responsiveness, and Cumulative Layout Shift (CLS) for visual stability. They are a confirmed Google ranking factor and they correlate strongly with conversion rate, so optimizing them improves both organic visibility and revenue.

AI Search

How do AI search engines decide which sources to cite?

AI search engines select sources based on entity authority, semantic relevance to the query, content quality and recency, structured data clarity, and traditional search rankings. Models also weight signals like backlink authority, brand mentions across the web, and the trustworthiness of the source domain.

AI Search

What is an AI crawler and which ones should I allow?

AI crawlers are bots that fetch web content to train or ground large language models. The major ones to allow in robots.txt are GPTBot (OpenAI), OAI-SearchBot (ChatGPT search), PerplexityBot, ClaudeBot (Anthropic), Google-Extended (Gemini), and Applebot-Extended. Blocking them prevents your content from appearing in those AI answers.

AI Search

What is an llms.txt file and do I need one?

An llms.txt file is a plain-text markdown index at the root of your domain that helps LLM crawlers efficiently discover your most important pages, services, and brand context. It is an emerging standard worth implementing now because it is low-cost, future-friendly, and actively used by some AI search agents to ground responses.

AI Search

How are zero-click searches changing SEO strategy?

Zero-click searches — where users get an answer directly from Google AI Overviews, ChatGPT, or featured snippets without clicking through — already account for the majority of search sessions. The strategic response is to optimize for citation and brand presence inside the answer itself, not just for the click, which is exactly what AEO addresses.

Strategy

How long does it take to see results from AEO and SEO work?

Initial AI citation improvements typically appear within 30 to 90 days as AI models re-crawl updated content and structured data. Traditional SEO ranking gains usually compound over 3 to 6 months, with the strongest results — entity authority and topical dominance — building over 6 to 12 months of consistent execution.

Strategy

Should AEO and SEO be run together or separately?

They should always be run together. AEO depends on the technical foundations and authority signals that SEO engineering produces, while SEO benefits from the entity clarity and content depth that AEO requires. Running them as a single integrated program is more efficient and produces better results than treating them as separate workstreams.

Strategy

What is entity authority and how do you build it?

Entity authority is the degree to which search engines and AI models recognize your brand, people, and products as authoritative entities within a topic. It is built through consistent Organization and Person schema, presence in authoritative knowledge graphs (Wikipedia, Wikidata, Crunchbase), high-quality backlinks from topically relevant sources, and a deep, internally well-linked content footprint.

Web Engineering

What makes a website AI-readable?

An AI-readable website uses semantic HTML, server-side rendering so content is in the initial HTML response, comprehensive JSON-LD structured data, fast edge-served performance, accessible content that does not depend on JavaScript to render, and a clear information architecture that mirrors how the brand wants to be understood as an entity.

Web Engineering

Should I migrate my existing site or rebuild it from scratch?

It depends on the foundation. If the existing stack supports server-side rendering, structured data, and fast edge performance, a focused engineering pass is usually the best ROI. If the site is built on a slow, client-rendered, or schema-hostile foundation, a rebuild on a modern edge-first stack typically pays for itself faster than incremental fixes.

Measurement

How do you measure AI search visibility and AEO performance?

AEO performance is measured through automated query panels that track how often each AI engine cites your brand versus competitors, the sentiment and context of those citations, share of voice across target query categories, and downstream attribution to traffic and conversions. Traditional SEO metrics — rankings, organic traffic, conversions — remain the leading indicators of AEO opportunity.

Measurement

How is AI search traffic attributed in analytics?

AI search traffic typically arrives as direct or referral traffic from chat.openai.com, perplexity.ai, gemini.google.com, and similar domains, often with low session volume but high intent. Attribution is improving as AI engines begin passing referral data more consistently, and dedicated AI citation tracking fills the visibility gap that standard analytics platforms cannot yet cover.

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