Win Visibility Inside ChatGPT, Perplexity, and Google AI Overviews
Future-ready visibility for the AI search era, ChatGPT, Perplexity, Gemini, and Google AI Overviews, built on entity completeness, schema, and citation patterns.
What's Included
- ✓ Entity completeness audit and remediation
- ✓ Schema markup priorities for AI consumption (Organisation, FAQ, HowTo, Article)
- ✓ Brand-mention building and authoritative-citation patterns
- ✓ Question-led content optimisation for direct-answer surfacing
- ✓ AI visibility audit, manual prompt testing across ChatGPT, Perplexity, Gemini
- ✓ Wikidata, Wikipedia, and knowledge-graph alignment
The problems AEO / GEO solves
Invisible in ChatGPT and Perplexity
Buyers research your category in AI assistants before they search Google. Your brand is not cited because entity coverage and schema are weak.
Competitors getting cited instead
You search your category in Perplexity and your competitors appear. You do not. That gap widens every month.
No way to track AI search visibility
Your current agency has no framework for measuring brand presence inside LLMs. You do not know if you are gaining or losing share.
Traditional SEO alone is no longer enough
Google AI Overviews absorb click-through volume that used to land on page-one results. Ranking is not the same as getting the visit.
Have you noticed a massive shift in how people search for your services lately? A meaningful share of high-intent research queries now starts in ChatGPT, Perplexity, Gemini, or Google AI Overviews rather than a traditional search box.
We see this every single day with our clients. If your brand is invisible in those surfaces, you lose share to whoever is being cited there. The buyer already has an answer before they land on Google.
Our agency, founded in 2011 by SEO veteran Adam Yong, was built on the premise that search engine rankings alone are meaningless without tangible business results. This philosophy is why adapting to AI search is so critical right now.
So, grab a cup of coffee, and let us go through the details together.
We will show you exactly how our AEO and GEO Services fix this problem.
What AEO and GEO actually do for your brand
You might be wondering what these new acronyms mean for your bottom line. A 2026 Vodus Research study found that 67% of Malaysians have used an AI tool in the past three months.
We know that AEO (Answer Engine Optimization) and GEO (Generative Engine Optimization) are the two practices that capture this new audience. AEO is the broader discipline, optimising for any answer-engine surface, featured snippets, People Also Ask, direct answers, and AI Overviews.
GEO is the LLM-specific subset, optimising for citation inside generative answers from ChatGPT, Perplexity, and Gemini.
Our team approaches these as entirely different mechanics compared to traditional SEO. AI models cite based on entity completeness, schema-driven structured answers, authoritative citations, and knowledge-graph signals.
We rebuild those signals systematically for your business. For context, ChatGPT usage jumped 330% in Malaysia last year, and Perplexity now crossed 45 million monthly users globally.
Here is a quick breakdown of how they compare:
| Feature | AEO (Answer Engine Optimization) | GEO (Generative Engine Optimization) |
|---|---|---|
| Target Platforms | Featured snippets, Voice search, Direct answers | ChatGPT, Perplexity, Gemini |
| Main Goal | Capturing “Position Zero” on traditional search | Earning citations in LLM-generated responses |
| Content Strategy | Direct Q&A, concise summaries, lists | Natural language, E-E-A-T depth, semantic richness |
Who AEO/GEO is right for
This strategy is highly effective for companies operating in competitive local and regional markets. You should consider AEO/GEO if any of the following are true:
- Your category has research-heavy or comparison-heavy buyer intent (B2B SaaS, professional services, premium retail, healthcare, finance).
- Your competitors are getting cited by ChatGPT or Perplexity for keywords you used to own on Google.
- You depend on branded search or review-based discovery (AI assistants are eating into both).
- You are running E-commerce SEO and want to defend Google Shopping share against AI shopping assistants.
Our clients often see traditional map packs getting bypassed entirely. For example, a user asking “which dental clinic in Petaling Jaya has weekend slots” might get a direct AI Overview instead of a local map list.
We build strong E-E-A-T (Experience, Expertise, Authoritativeness, and Trustworthiness) signals to ensure you become that cited answer. This requires verified entity data and third-party mentions in local Malaysian press like BFM or The Edge Malaysia.
It gives you a massive advantage when AI tools are deciding who to trust.
What our AEO/GEO retainer ships
We follow a structured four-stage process to secure your AI visibility. This method guarantees that no technical detail is overlooked.
Stage 1: The AI Visibility Audit
Our process begins by running 30-50 buyer-intent prompts inside ChatGPT, Perplexity, Gemini, and Google AI Overviews. This documents exactly where you show up, where you are missing, and which competitors these LLMs cite instead.
With the ChatGPT Go plan now available in Malaysia, more users have access to advanced AI models, making this baseline audit incredibly critical.
Stage 2: Fixing Structural Gaps
The next step is repairing any underlying technical issues.
We fix your entity completeness and implement critical schema markup priorities (Organisation, FAQ, HowTo, Article, Product). Doing this properly creates a clear map for Answer Engines to extract your factual claims.
Our experts also handle Wikidata and Wikipedia alignment where relevant.
Stage 3: Building Citation Patterns
A strong technical base needs authority to back it up.
We build firm citation patterns by earning authoritative third-party brand mentions through digital PR. This includes creating question-led content that directly answers buyer queries and publishing structured Q&A sections.
You will quickly establish the real-world endorsements that AI systems require for trust.
Stage 4: Testing and Revenue Tracking
We re-test your prompt visibility quarterly to ensure the strategy is working. This data allows us to tie your brand-mention growth directly back to lead and revenue signals.
Our focus is always on tangible business results, not just vanity metrics.
Why we bundle AEO/GEO with CRO
Getting cited by an AI model is only half the battle. AI visibility without a converting funnel is simply wasted spend.
If a Perplexity user clicks your citation and lands on a slow, poorly converting page, that visibility does not become revenue. Datareportal’s 2026 report highlights that Malaysia has a 98% internet penetration rate, meaning users expect lightning-fast, mobile-friendly experiences.
We require Conversion Rate Optimization (CRO) groundwork on our Premium tier, which is why AEO/GEO starts at the Premium retainer (RM 4,500/month), not Standard. A 2026 Interact Marketing study found that reducing page load time from three seconds to one second can improve conversion rates by up to 27%.
We optimize your Core Web Vitals to hit Google’s specific benchmarks, focusing on three essential elements:
- Largest Contentful Paint (LCP): Ensuring the main content loads in under 2.5 seconds.
- Interaction to Next Paint (INP): Keeping visual response times under 200 milliseconds.
- Cumulative Layout Shift (CLS): Preventing page jumps to maintain a score under 0.1.
Page speed, schema-driven trust signals, and conversion-optimised landing pages are all part of the same programme.
For deeper context on the methodology, see our What is AEO/GEO guide, the AEO vs SEO breakdown, and our optimising content for AI search playbook.
If you are ready to secure your brand’s place in the future of search, reach out to our team today to schedule your visibility audit.
AEO / GEO pricing tiers
Premium tier minimum (CRO + AEO/GEO bundled)
Premium
- ✓ Entity completeness audit
- ✓ Schema markup priorities
- ✓ Brand-mention building
- ✓ Quarterly AEO/GEO scorecard
Elite
- ✓ All Premium features
- ✓ Wikipedia/Wikidata alignment
- ✓ Digital PR for citation patterns
- ✓ Manual prompt testing across ChatGPT, Perplexity, Gemini
- ✓ Direct monthly call with Adam Yong
Why Adam SEO for AEO / GEO
Real prompt-testing methodology
We do not run AEO theatre. We test your brand inside ChatGPT, Perplexity, Gemini, and AI Overviews against actual buyer prompts and document the gaps.
Schema and entity expertise
Schema markup, knowledge-graph alignment, and Wikidata/Wikipedia entity-completeness, the underlying signals AI models use to decide who to cite.
Bundled with CRO
AEO/GEO comes bundled with Conversion Rate Optimization on Premium tier. AI visibility without a converting funnel does not move revenue.
Ahead of the local market
We rolled AEO/GEO methodology in September 2025, ahead of most Malaysian agencies. Twelve months of operational learnings already baked into the playbook.
Our AEO / GEO process
AI visibility audit
We test your brand inside ChatGPT, Perplexity, Gemini, and Google AI Overviews against 30-50 buyer-intent prompts and document where you appear, where you are missing, and what citations LLMs surface instead.
Entity and schema work
Map entity associations, fix knowledge-graph gaps, ship Organisation, FAQ, HowTo, Article, and Product schema. Align Wikidata and Wikipedia where applicable.
Citation patterns
Build the citation patterns LLMs cite: authoritative third-party brand mentions, structured Q&A content, and content that directly answers buyer questions.
Quarterly scorecard
Re-test prompt visibility quarterly, track brand mention growth, and tie improvements back to lead and revenue signals.
See if AEO / GEO is the right move for your business.
Free discovery audit, senior-led, no obligation. Limited slots each month.
AEO / GEO in practice
What clients say about our AEO / GEO
"Their AEO/GEO work is the reason we now show up in ChatGPT and Perplexity for our category. No other Malaysian agency was even talking about this twelve months ago."
Regional Retailer Director
Penang
"Adam was the first SEO consultant who didn't open with vanity metrics. He showed us where our money was leaking, broken conversion paths, weak product schema, AI-search invisibility. Six months in, our blended CAC dropped 38%."
B2B SaaS Marketing Lead
Petaling Jaya
"Direct access to Adam on the Elite tier changes the dynamic. We needed serious entity work and Wikidata alignment, and Adam is the only Malaysian consultant we found who could deliver it."
Industrial Manufacturer Group Marketing Director
Kuala Lumpur
AEO / GEO questions, answered
What is the difference between AEO and GEO?
AEO (Answer Engine Optimization) is broader, optimising for any answer-engine surface including featured snippets, People Also Ask, and direct answers in traditional Google. GEO (Generative Engine Optimization) is the subset targeting LLM-driven generative answers from ChatGPT, Perplexity, Gemini, and Google AI Overviews. Most engagements need both.
How do you measure AI search visibility?
Until ChatGPT and Perplexity ship full analytics consoles, we use proxy KPIs: manual prompt testing on 30-50 buyer-intent prompts each quarter, brand-mention frequency in AI answers, citation share-of-voice against direct competitors, and traffic from llms.txt-aware bots. We also track entity-completeness and schema-coverage scores.
Is AEO/GEO replacing traditional SEO?
No, it is layering on top. Most buyers still use Google. The shift is that the same buyer now also asks ChatGPT or Perplexity before deciding. If you do not show up in either surface, you are losing share. AEO/GEO complements your traditional SEO programme, it does not replace it.
How long does AEO/GEO take to show results?
Schema and entity fixes show up in Google's knowledge graph within 4-12 weeks. Brand-mention growth in LLM answers tends to compound over 6-12 months because AI models train on retrievable corpora that update on cycles. Quick wins (FAQ schema for direct answers) are achievable within 8 weeks.
Why is AEO/GEO bundled with CRO?
AI visibility without a converting funnel is wasted. If a Perplexity user clicks your citation and lands on a poorly converting page, the visibility does not become revenue. CRO is mandatory groundwork, that is why we bundle it on Premium tier.
Do I need Wikipedia or Wikidata to show up in AI answers?
Not always, but they help. Wikipedia and Wikidata are training-data inputs for most major LLMs. For brands competing in highly competitive entity spaces (B2B SaaS categories, professional services with established competitors), aligning Wikipedia and Wikidata entities is often a meaningful unlock.
AEO / GEO guides
In-depth guides covering the most common aeo / geo questions, frameworks, and decisions.
AEO and GEO Explained: How AI Search Engines Find Your Brand
Plain-language AEO and GEO definitions, how LLMs surface answers, citation patterns, zero-click search, and entity-based SEO foundations.
concernCommon SEO Mistakes That Hurt AI Search Visibility
Counterintuitive SEO patterns that undermine AEO performance, keyword stuffing, missing entities, weak schema, brand-mention scarcity, content-LLM friction.
processHow to Optimize Content for AI Search Engines
Actionable AEO content techniques, question-led structure, entity completeness, schema priorities, citation patterns, semantic clustering, FAQ schema.
qualifierIs Your Brand Visible in ChatGPT and Perplexity?
DIY audit framework to check if AI search engines surface your brand, manual prompt tests, brand-mention checks, common reasons for invisibility.
comparisonAEO vs Traditional SEO: Do You Need Both?
Where AEO and SEO overlap, where they diverge, and why both matter as zero-click grows. Hybrid roadmap and budget-allocation guidance.
decision stageThe Future of Search: Planning for AI-First Discovery
Strategic implications of the AI-search shift, zero-click trajectory, AI Overviews rollouts, decision framework for budget allocation, risk of inaction.
what to-expectWhat to Expect From an AEO/GEO Engagement
AEO/GEO engagement deliverables, measurement challenges, proxy KPIs, and 6-12 month outlook. What month-by-month progress looks like.
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Ready to start with AEO / GEO?
Free discovery audit, senior-led, no obligation. We will tell you honestly whether AEO / GEO is the right next move for your business.