Robin Ooi — AI SEO Malaysia
Insights

AI SEO and search insights for Malaysian businesses

Search split into two games. Google still sends the clicks, and AI answer engines increasingly decide who gets considered before a click ever happens. These are working notes on both, written from client work rather than from other people's blog posts.

Diagram of a retrieval graph showing one highly cited source node connected to lower-weighted candidate pages
Latest

How Does ChatGPT Decide Which Sources to Cite?

ChatGPT answers most questions by running its own searches, pulling back a ranked list of pages, and writing from the top few. Retrieval position is the single strongest predictor of whether a page gets cited, which makes citation mostly a trust and visibility problem rather than a formatting one.

10 August 2026 / 6 min read

All articles

Comparison graphic contrasting generative engine optimisation and traditional search engine optimisation approaches

AI Search & GEO

GEO vs SEO: What Is Actually Different, and What Isn't

Generative engine optimisation is not a replacement for SEO. It is SEO under a stricter trust filter. What changes, and where the

10 August 2026 / 5 min

Illustration of a Google AI Overview summarising several ranked source pages into a single answer panel

AI Search & GEO

How to Appear in Google AI Overviews

AI Overviews sit above the results you track and absorb the clicks. How Google picks the sources it summarises, and how to make yo

10 August 2026 / 5 min

Illustration of a plain-text llms.txt file acting as a structured summary of a website for AI systems

AI Search & GEO

What Is an llms.txt File, and Does It Do Anything?

An llms.txt file is a plain-text map of your site written for AI systems. What goes in it, how it differs from robots.txt, and whe

10 August 2026 / 4 min

Technical illustration of JSON-LD structured data connecting organisation, person and article entities on a website

AI Search & GEO

Schema Markup for AI Search: What Actually Matters

Five schema types earn their place for AI search. Why linking them with @id matters more than the markup itself, and which types a

10 August 2026 / 5 min

Comparison chart of AI search engines ranked by audience reach and referral traffic value for businesses

AI Search & GEO

Which AI Search Engines Actually Send Business Traffic?

Not every AI answer engine deserves your effort. ChatGPT, AI Overviews, Perplexity, Gemini, Copilot and Claude compared on reach a

10 August 2026 / 4 min

Bar chart illustrating gradual SEO progress building over a twelve month engagement timeline

SEO Fundamentals

How Long Does SEO Take to Work?

Four to six months before meaningful movement, twelve before compounding. What happens in each phase, and how to tell early whethe

10 August 2026 / 5 min

Diagnostic chart showing common reasons a website fails to rank in Google search results

SEO Fundamentals

Why Is My Website Not Ranking on Google?

Work through the causes in the order they break: indexation, intent mismatch, cannibalisation, thin authority. A diagnostic sequen

10 August 2026 / 5 min

Illustration of brand reputation signals radiating outward from a central brand node in search results

Reputation

How to Deal With Negative Google Autocomplete Suggestions

When Google suggests your brand name followed by scam, it damages you before anyone clicks. How autocomplete works, and what reali

10 August 2026 / 5 min

Line chart tracking AI citation share improving over successive monthly measurement cycles

Measurement

How to Track AI Search Visibility Without Fake Metrics

Rank tracking does not work in AI answers. Here is a measurement model built on citation share, consistency and trusted-domain ove

10 August 2026 / 4 min

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