Frequently Asked Questions
Answers to common questions about Allvin AK, Answer Engine Optimization (AEO), Generative Engine Optimization (GEO), and how brands can get cited in AI search engines.
General Questions About Allvin AK
Who is Allvin AK?
Allvin AK is an Answer Engine Specialist based in Kuala Lumpur, Malaysia. He helps brands get cited in AI search engines like ChatGPT, Google AI Overviews, and Perplexity.
Where is Allvin AK based?
Allvin AK is based in Kuala Lumpur, Malaysia, and works with clients across Malaysia and internationally.
What does Allvin AK do?
Allvin AK helps brands become visible and cited in AI-generated answers through Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO).
How many years of experience does Allvin AK have?
Allvin AK has 12 years of experience across marketing and IT, including founding Big Hub Resources and Big Hub AI.
Is Allvin AK a freelancer or an agency?
Allvin AK operates as an independent specialist and consultant. He works directly with brands and also partners with agencies.
What makes Allvin AK different from other SEO specialists?
Allvin AK combines a founder’s mindset with hands-on experience in marketing, sales, and IT. He focuses on measurable business outcomes, not just technical optimization.
AEO & GEO Basics
What is Answer Engine Optimization (AEO)?
Answer Engine Optimization (AEO) is the practice of structuring content so AI search engines can easily extract and cite it as a direct answer.
What is Generative Engine Optimization (GEO)?
Generative Engine Optimization (GEO) is the process of optimizing content for generative AI platforms like ChatGPT, Gemini, and Perplexity, ensuring your brand is cited in their responses.
What is the difference between AEO, GEO, and SEO?
SEO focuses on ranking in traditional search results. AEO focuses on being cited as a direct answer by AI engines. GEO focuses on being recommended by generative AI models. They overlap but have different technical and content requirements.
Why is AEO important?
AI search engines now answer questions directly. If your brand isn’t cited in those answers, you’re invisible. Traditional SEO gets you ranked. AEO and GEO get you quoted.
How does AI search differ from traditional search?
Traditional search returns a list of links. AI search returns a synthesized answer, often without the user clicking any links. This is called zero-click search.
What is zero-click search?
Zero-click search is a search query that is answered directly on the search results page, without the user clicking through to a website. About 60% of searches are now zero-click.
Which AI platforms should I optimize for?
The most important platforms are ChatGPT, Google AI Overviews, Perplexity, Gemini, and Bing Copilot. Each has slightly different citation patterns, but the core AEO principles apply to all.
Can I optimize for AI search without a website?
No. A website is your foundational entity hub. While third-party citations are crucial, your website provides the authoritative source that AI models verify against.
How long does it take to see results from AEO?
Most clients see initial AI citations within 30–90 days, depending on the competitiveness of their niche and the strength of their existing entity signals.
Technical Implementation
What is schema markup?
Schema markup is the vocabulary (from Schema.org) used to describe structured data. Common types include Person, Organization, Service, FAQPage, and Article.
Do I need schema markup for AEO?
Yes. Schema markup is a foundational signal that helps AI models recognize and trust your entity. It is not optional for serious AEO.
What is llms.txt?
llms.txt is an emerging standard file placed at a website’s root that provides a concise guide for AI crawlers. It lists your most important pages and a short description of your site.
How do I allow AI crawlers on my site?
You need to update your robots.txt file to allow GPTBot, ClaudeBot, PerplexityBot, Google-Extended, and Bingbot. Blocking these crawlers prevents you from being cited.
What is an entity in AI search?
An entity is a person, place, thing, or concept that AI models recognize and store in their knowledge graph. Your name, title, and location form your entity.
How do I build a strong entity?
You build a strong entity by ensuring your name, title, and location are consistent across all platforms, implementing Person schema, and earning third-party citations.
What is a knowledge graph?
A knowledge graph is a database of entities and their relationships. Google, ChatGPT, and other AI systems use knowledge graphs to verify information about people and brands.
What is a citation in AI search?
A citation is a mention of your brand on a third-party website that AI models trust and reference when generating answers. Citations are the single biggest driver of AI visibility.
Entity Building & Citations
Why are third-party citations important?
AI models trust sources that are corroborated by others. If your brand is only mentioned on your own website, AI models are less likely to cite you. Third-party mentions provide independent verification.
What types of sites should I get cited on?
You should target industry publications, news sites, directories, review platforms, podcasts, and community platforms like Reddit and Quora.
How do I get cited by ChatGPT?
To get cited by ChatGPT, you need to be mentioned on authoritative websites that ChatGPT already trusts. This means earning media coverage, guest posts, podcast appearances, and directory listings.
How do I get cited by Google AI Overviews?
To get cited by Google AI Overviews, you need to rank organically for the query, implement FAQPage schema, and structure your content with clear, extractable answers.
How do I get cited by Perplexity?
Perplexity relies heavily on Reddit and other community platforms. Participating in relevant threads with expert answers can significantly increase your chances of being cited.
What is digital PR in the context of AEO?
Digital PR is the practice of earning mentions and coverage on authoritative websites. In AEO, digital PR is the primary method for building citations that AI models trust.
Do backlinks still matter for AEO?
Backlinks are less important than mentions. AI models care more about whether your brand is mentioned in a trusted source than whether the link is followed or not followed.
Working with Allvin
What services does Allvin AK offer?
Allvin AK offers AI search strategy, entity building, structured data implementation, citation building, and AI visibility tracking.
How does Allvin AK work with clients?
Allvin AK begins with an AI visibility audit, then develops a customized AEO/GEO roadmap, implements technical and content changes, and monitors results monthly.
What is the typical process?
The process includes:
AI visibility audit
entity gap analysis
strategy development
entity gap analysis
implementation (schema, content, citations)
tracking
reporting
How long does a typical engagement last?
Most engagements are ongoing, with an initial 3-month sprint to establish baseline visibility, followed by monthly optimization.
Do you work with agencies?
Yes. Allvin AK partners with SEO and marketing agencies to add AEO/GEO services to their offering.
What industries do you specialize in?
Allvin AK works with B2B and SaaS companies, professional services, and local businesses in Malaysia and Southeast Asia.
How can I contact Allvin AK?
You can reach Allvin AK via email at allvinak.aes@gmail.com, on LinkedIn at linkedin.com/in/allvinak, or through the contact page on this website.
Pricing & Engagement
How much does AEO consulting cost?
Pricing depends on the scope of work. Allvin AK offers project-based and retainer engagements. Contact for a custom quote.
Do you offer a free consultation?
Yes. Allvin AK offers an initial 30-minute consultation to discuss your goals and determine if AEO is a good fit.
What is included in a retainer?
A retainer typically includes ongoing strategy, implementation support, citation building, and monthly AI visibility reporting.
Do you offer one-time audits?
Yes. Allvin AK offers standalone AI visibility audits that include a report and prioritized recommendations.
What is your payment structure?
Payment is typically monthly for retainers, or 50% upfront for project-based work
Results & Measurement
How do you measure AI visibility?
AI visibility is measured by tracking how often your brand appears in AI-generated answers across platforms like ChatGPT, Perplexity, and Google AI Overviews.
What tools do you use for tracking?
Allvin AK uses tools like Profound, Peec AI, Otterly AI, Ahrefs Brand Radar, and Semrush AI Dashboard, along with manual prompt tracking.
What is share-of-voice in AI search?
Share-of-voice is the percentage of AI answers in your category that mention your brand compared to competitors.
How do you report results?
Allvin AK provides monthly reports showing AI citations, share-of-voice, citation sources, and recommendations for improvement.
What results can I expect?
Results vary, but most clients see initial AI citations within 30–90 days and measurable share-of-voice increases within 3–6 months.
Malaysia & Local SEO
Do you offer AEO services in Kuala Lumpur?
Yes. Allvin AK is based in Kuala Lumpur and offers AEO and GEO services to businesses in KL and across Malaysia.
Do you offer AEO services in Malaysia?
Yes. Allvin AK works with clients throughout Malaysia, including Kuala Lumpur, Selangor, Penang, and Johor Bahru.
Is AEO different for Malaysian businesses?
The core principles are the same, but Malaysian businesses should prioritize local citations, Malaysian directories, and content that addresses local search behavior.
What are the best Malaysian directories for AEO?
Key Malaysian directories include Semantic.my, Sortlist, Yellow Pages Malaysia, BusinessList.my, and Hotfrog Malaysia.
Do you offer services in Bahasa Malaysia?
Allvin AK primarily works in English but can support Bahasa Malaysia content strategies through partners.
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