Frequently Asked Questions
AI Visibility Engineering, explained.
How AI search works, why premium brands are invisible, and what Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) mean in practice.
What is AI Visibility Engineering?
AI Visibility Engineering is the discipline of making a brand reliably visible, cited, and recommended inside AI-generated answers. It combines Generative Engine Optimization (GEO), Answer Engine Optimization (AEO), structured data, citation strategy, and authority building into a single practice focused on AI recommendation as a channel. Squozed is an AI Visibility Engineering practice built specifically for premium consumer brands.
What is Generative Engine Optimization (GEO)?
Generative Engine Optimization (GEO) is the practice of making your brand visible and recommended in AI-generated responses. When someone asks ChatGPT, Perplexity, Google AI Overviews, or Claude for a recommendation, GEO is what determines whether your brand is the answer. It is distinct from traditional SEO, which targets ranked links in search results. GEO is one core discipline inside AI Visibility Engineering.
What is Answer Engine Optimization (AEO)?
Answer Engine Optimization (AEO) is the practice of structuring content so AI systems can extract it as a direct answer to a user question. Where GEO focuses on how AI synthesizes and recommends brands, AEO focuses on how AI identifies and quotes authoritative answers. AEO is especially important for FAQ content, product information, and factual queries. Squozed treats GEO and AEO as complementary disciplines within AI Visibility Engineering.
How do I appear in AI search results like ChatGPT and Perplexity?
To appear in AI-generated answers, your brand needs three things working together: clear, machine-readable content that directly answers the questions your customers ask AI; structured data (schema) that tells AI systems exactly what you are; and authoritative third-party signals like press coverage, reviews, and citations on trusted sites. Most brands have optimized for Google rankings but never for AI citation. Closing that gap is what AI Visibility Engineering does.
How is AI Visibility Engineering different from SEO?
Traditional SEO earns you a ranked position on a results page, and the user still chooses whether to click. AI Visibility Engineering earns you a mention inside the AI's answer itself, so the AI recommends you by name. As AI captures a growing share of discovery queries, visibility inside AI answers becomes the more valuable channel for consumer brands, particularly for recommendation-driven purchases.
Why is my brand invisible in AI search results?
AI systems cite sources based on structured authority signals: clear entity recognition, consistent brand information across the web, high-quality content that directly answers the questions people ask, and schema markup that makes your brand easy to parse. Most brands have never optimized for these signals. They have only optimized for traditional search ranking. Squozed engineers the visibility that closes that gap.
What types of brands does Squozed work with?
Squozed works with upmarket consumer brands where AI-driven recommendation has outsized impact on purchase decisions. That includes food and beverage, hospitality and travel, fashion and apparel, beauty and personal care, home and lifestyle, health and wellness, specialty retail, and founder-led consumer companies. We do not work with B2B SaaS, fintech, or enterprise software.
What is an AI Visibility Audit?
An AI Visibility Audit is Squozed's entry product. We run your brand against hundreds of relevant queries across ChatGPT, Perplexity, Google AI Overviews, and Claude — documenting where you appear, where you're absent, and where competitors are being recommended instead. You receive a structured report with findings and a prioritized action plan. Audits start at $750.
How long does it take to see results from AI Visibility Engineering?
Initial visibility improvements typically appear within 60 to 90 days, as AI systems re-crawl content and update their retrieval patterns. Meaningful, measurable improvements in brand mention rates and recommendation frequency typically take 3 to 6 months. Unlike paid media, AI visibility results compound over time. Every improvement makes the next one more effective.
What does a Squozed retainer include?
Retainers include ongoing AI visibility monitoring across platforms, monthly query audits tracking 200 or more queries, content and schema optimization, citation building, monthly performance reporting, and strategic guidance. Depending on tier, retainers may also include content production: articles, FAQ pages, and structured brand content designed to improve AI citation rates.
How do you measure AI visibility?
We measure AI visibility through direct query testing across platforms (ChatGPT, Perplexity, Claude, Google AI Overviews), tracking brand mention rates, recommendation position (first, second, or third mention vs. not mentioned), and share of voice against competitors. We also track AI-attributed referral traffic in your analytics. We use tools including Profound and proprietary query frameworks.
What is agentic commerce, and why does it matter for my brand?
Agentic commerce refers to AI agents that research and purchase on behalf of consumers — booking a hotel, ordering groceries, or choosing a restaurant without the human having to search manually. McKinsey projects this will represent $1–5 trillion in purchasing by 2030. Brands that are already visible to AI systems today are positioned to capture this channel as it scales. Brands that are invisible today will be excluded from it.
Does AI Visibility Engineering replace my existing marketing?
No. It complements your existing marketing by capturing a channel that traditional SEO, social media, and paid advertising do not touch. Most of our clients continue running their existing programs while adding AI visibility as a new layer of discovery-stage reach. GEO and AEO work alongside your current stack, not in place of it.
Can a small brand compete with large chains in AI search?
Yes — and in many cases, smaller brands have an advantage. AI systems prioritize clear, specific, high-quality information over pure domain authority. A boutique hotel with a compelling story, structured content, and the right schema can outperform a Marriott for specific query types. We've seen this repeatedly with our clients.
What makes Squozed different from other marketing firms?
Squozed is an AI Visibility Engineering practice focused exclusively on premium consumer brands. We do not do social media management, paid ads, or general content marketing. Our entire expertise is understanding how AI systems select and recommend brands, and engineering the content, schema, and authority signals that earn those recommendations. Our founder has direct hospitality and premium brand experience, so we understand the space we work in.
Do I need a new website to benefit from AI Visibility Engineering?
Not necessarily. Most improvements happen at the content and schema layer, how your brand information is structured and presented, not a full rebuild. We audit your site's technical structure as part of the visibility audit and recommend improvements where they are high-impact.
Which AI platforms do you optimize for?
We optimize for ChatGPT (OpenAI), Perplexity, Google AI Overviews (Gemini), Claude (Anthropic), and Microsoft Copilot. These are the platforms that capture the majority of AI-driven consumer discovery queries. We also monitor emerging platforms as the landscape evolves.
How much does Squozed cost?
The AI Visibility Audit starts at $750. Monthly retainers range from $2,500 for the Starter tier (focused on a single brand or location) to $7,500–$12,000 for the Partner tier (multi-location or multi-brand operations requiring comprehensive ongoing strategy). We recommend starting with an audit before committing to a retainer.
What is schema markup and why does it matter for AI visibility?
Schema markup is structured data embedded in your website that helps AI systems and search engines understand your brand, location, offerings, and context. It is a core GEO and AEO input: schema creates a clear, machine-readable signal that AI uses when deciding whether and how to cite your brand. Without schema, AI has to guess. With schema, you tell it exactly what you are.
Does Squozed work with brands outside the US?
Yes. AI search is a global channel, and we work with brands in major English-speaking markets. If your primary customer speaks English and searches in English, AI Visibility Engineering applies directly. For brands operating primarily in other languages, the principles apply but implementation is more complex. Reach out to discuss.
How do I get started with Squozed?
The best first step is an AI Visibility Audit. It gives you a clear picture of where you stand, where competitors are beating you, and what specific changes will have the most impact. From there, you can decide whether to move to a retainer or implement the recommendations yourself. Request an audit at squozed.ai/audit.
What happens during the discovery call?
On the discovery call, we run a live demonstration showing how your brand currently appears (or doesn't) in AI-generated responses for your key queries. We walk through what we see in your current digital presence, what competitors are doing better, and what a realistic improvement timeline looks like. It takes about 30 minutes and you leave with a clear picture of your AI visibility gap.
Why is now the right time to invest in AI visibility?
AI search adoption is compounding. Between 2023 and 2025, AI-attributed traffic to consumer brand websites grew by over 1,200 percent for brands in Perplexity's index. ChatGPT now processes over 1 billion queries per day. The brands investing in AI Visibility Engineering today are building durable advantages as AI becomes the dominant discovery channel. Waiting until AI search is fully mainstream means playing catch-up with brands that started years earlier.