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Branded versus non-branded prompts in ChatGPT buyer research
AI in Marketing Aug 6, 2026

Debunking AI Search Visibility: What Branded vs Non-Branded Prompts Prove

I classified 530 ChatGPT buyer prompts from the same dataset behind my Reddit and LinkedIn Citation Effect reports. Only 7% name a company, yet 83% of brand citations come from the generic 93%. Here is where AI visibility is actually won, and why the branded-prompt test misses it.

Oussama Bettaieb Oussama Bettaieb
10 min read
The Reddit Playbook for AI Search Visibility
AI in MarketingJul 23, 2026

The Reddit Playbook for AI Search Visibility

The 5-step Reddit playbook I use to get brands cited in AI search: find the right subreddits, answer the open questions, show up authentically, keep a cadence, and measure citation share, not karma.

Oussama BettaiebOussama Bettaieb8 min read
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The LinkedIn Citation Effect: I Analyzed 1,828 LLM Conversations to Get the Answer
AI in MarketingJul 6, 2026

The LinkedIn Citation Effect: I Analyzed 1,828 LLM Conversations to Get the Answer

The same 1,828 AI buyer-research conversations behind The Reddit Citation Effect, this time following the 1,606 citations that pointed at LinkedIn. What gets a post, a person, or a company into an AI answer when it researches a purchase?

Oussama BettaiebOussama Bettaieb11 min read
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The Reddit Citation Effect: I Analyzed 1800+ LLM Conversations To Understand
AI in MarketingJul 2, 2026

The Reddit Citation Effect: I Analyzed 1800+ LLM Conversations To Understand

We analyzed 1,828 AI-driven buyer-research conversations and 35,946 source citations to answer one question: when language models research a purchase, how do they use Reddit, and what decides which threads they trust?

Oussama BettaiebOussama Bettaieb12 min read
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