Hamzah Khadim
Co-Founder
hamzah@logikdigital.com
For over 15 years, I’ve been dedicated to learning and refining SEO and digital marketing to help businesses make real connections with the people who need them most. At Logik Digital, we believe success isn’t just about rankings or clicks; it’s about helping our clients make a meaningful impact in their communities. Watching our clients thrive and grow has been an incredibly rewarding journey, and it’s a privilege to play even a small part in their success.
Articles written by Hamzah
What Is Ghost Citation & Why Getting Cited Isn’t the Same as Getting Named
A ghost citation occurs when an AI engine like Google AI Overviews (or ChatGPT, Gemini, Perplexity, etc.) links to a website as a source, but never actually names that brand or website in the visible answer text. The reader sees the AI’s answer, but has no idea which brand or source the information actually came from unless they specifically dig into the source links. In other words, there’s a gap between citation and mentions. A homeowner in Toronto asks ChatGPT why their garage door won’t close. The answer is clear, specific, and correct: check the photo-eye sensors for misalignment, look for an obstruction, test the limit settings. Underneath it sits a small link to a local garage door company’s repair guide. The company wrote every useful sentence in that answer, but its name appears nowhere. That is a ghost citation. THE GHOST CITATION GAP That number is the reason Logik […]
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Does Schema Markup Actually Help You Rank in AI Search?
Ask ten SEO professionals whether schema markup helps you rank in AI search, and you will get two confident, opposite answers. One camp treats it as essential. The other calls it a waste of time that Google itself has downplayed. Both are partly right, which is exactly why the question causes so much confusion. The short answer is this: schema markup does not directly make an AI engine cite you. But it makes almost everything else that earns citations work better. It is a part of the complete AI SEO framework in 2026. It is trust infrastructure, not a citation lever, and understanding that distinction is the difference between using it well and either overselling it or dismissing it entirely. What Schema Markup Actually Is? Schema markup is a standardised vocabulary of code you add to a page to describe what its content means. Not what it says, what it […]
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What is Query Fan-Out? How AI Splits One Prompt into Dozens of Searches
Query fan-out is the technique AI search engines use to break one prompt into 8 to 12 parallel sub-queries behind the scenes, retrieve passages for each, and merge the results into a single cited answer. Google AI Mode averages 10.7 sub-queries per prompt, ChatGPT generates 2 to 4, and Perplexity uses a single query 70% of the time. This guide explains what fan-out is, how it works across platforms, the latest research on its impact on citations, and what it means for businesses trying to earn AI visibility. What Is Query Fan-Out and Why Does AI Search Use It? AI search engines do not run one search per prompt. They decompose the prompt into several sub-queries, run them in parallel, retrieve passages for each, and fuse them into a single synthesized answer. Google patent language calls this query variant generation. Traditional search matches your words against an index and returns […]
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Google’s Second Enforcement Wave
What the May 4, 2026 Account Restrictions Mean for Local Businesses On the night of Sunday, May 3, 2026, Google began restricting entire Google Accounts rather than individual Business Profiles. Every profile under each affected account is suspended simultaneously, account holders cannot create or claim new listings, and the action disproportionately targets accounts running active Local Services Ads or Google Ads. This is the most consequential local search enforcement event since the 2024 verification overhaul, and the pattern signals a permanent shift in how Google moderates local visibility in 2026. Wave 2 follows an April 27, 2026 enforcement sweep that targeted individual Business Profiles in California home service categories. The May 3 to 4 wave is materially different in scope, severity, and recovery difficulty. Below is what changed, what triggered it, who is exposed, and the steps we are advising our clients to take this week. What Exactly Happened on […]
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Articles written by Hamzah
What Is Ghost Citation & Why Getting Cited Isn’t the Same as Getting Named
A ghost citation occurs when an AI engine like Google AI Overviews (or ChatGPT, Gemini, Perplexity, etc.) links to a website as a source, but never actually names that brand or website in the visible answer text. The reader sees the AI’s answer, but has no idea which brand or source the information actually came from unless they specifically dig into the source links. In other words, there’s a gap between citation and mentions. A homeowner in Toronto asks ChatGPT why their garage door won’t close. The answer is clear, specific, and correct: check the photo-eye sensors for misalignment, look for an obstruction, test the limit settings. Underneath it sits a small link to a local garage door company’s repair guide. The company wrote every useful sentence in that answer, but its name appears nowhere. That is a ghost citation. THE GHOST CITATION GAP That number is the reason Logik […]
View article
Does Schema Markup Actually Help You Rank in AI Search?
Ask ten SEO professionals whether schema markup helps you rank in AI search, and you will get two confident, opposite answers. One camp treats it as essential. The other calls it a waste of time that Google itself has downplayed. Both are partly right, which is exactly why the question causes so much confusion. The short answer is this: schema markup does not directly make an AI engine cite you. But it makes almost everything else that earns citations work better. It is a part of the complete AI SEO framework in 2026. It is trust infrastructure, not a citation lever, and understanding that distinction is the difference between using it well and either overselling it or dismissing it entirely. What Schema Markup Actually Is? Schema markup is a standardised vocabulary of code you add to a page to describe what its content means. Not what it says, what it […]
View article
What is Query Fan-Out? How AI Splits One Prompt into Dozens of Searches
Query fan-out is the technique AI search engines use to break one prompt into 8 to 12 parallel sub-queries behind the scenes, retrieve passages for each, and merge the results into a single cited answer. Google AI Mode averages 10.7 sub-queries per prompt, ChatGPT generates 2 to 4, and Perplexity uses a single query 70% of the time. This guide explains what fan-out is, how it works across platforms, the latest research on its impact on citations, and what it means for businesses trying to earn AI visibility. What Is Query Fan-Out and Why Does AI Search Use It? AI search engines do not run one search per prompt. They decompose the prompt into several sub-queries, run them in parallel, retrieve passages for each, and fuse them into a single synthesized answer. Google patent language calls this query variant generation. Traditional search matches your words against an index and returns […]
View article
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