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Generative Engine Optimization (GEO)
The 31-Point Citation Readiness Checklist: What Makes AI Actually Cite Your Content
We track AI citations across hundreds of brands at Writesonic. One pattern keeps repeating: pages ranking in Google’s top 3 get passed over by ChatGPT, Perplexity, and Gemini in favor of competitors sitting at position 8 or lower. Not because the ranking page is worse, because it’s harder for AI to extract from. A lot of content teams still assume that if a page is good enough to rank, it…
Drishti
March 20, 2026
12 Mins read
Generative Engine Optimization (GEO)
56% of GPT-5.4’s Citations Go to Brand Websites. Only 8% of GPT-5.3’s Do.
We tested 50 prompts across ChatGPT’s new models and extracted every fan-out query, web search result, and citation. GPT-5.3 sends users to blog posts about your brand. GPT-5.4 sends them to your actual website. The two models cite 93% different sources.
Samanyou
March 9, 2026
17 Mins read
ChatGPT
Generative Engine Optimization (GEO)
GPT-5.4 Replaced GPT-5.2. What Changed for Your Brand’s AI Visibility.
On March 5, OpenAI replaced GPT-5.2 with GPT-5.4 as the default model in ChatGPT. Not a quiet upgrade. A full swap. GPT-5.2 Thinking is already legacy. It retires completely on June 5, 2026. We track how AI models describe brands across 500M+ conversations. Every time a model changes, we watch citation share, sentiment, and visibility scores shift in real time. Sometimes gradually. Sometimes overnight. GPT-5.4 is an overnight one. Here’s…
Samanyou
March 6, 2026
6 Mins read
Generative Engine Optimization (GEO)
GEO Expert Ethan Smith on AI Visibility: Attribution, Prioritization, and Why Startups Can Win
SEO veteran Ethan Smith explains how to win in AI search, fix attribution gaps, and build GEO visibility across ChatGPT, Perplexity, and more.
Drishti
February 23, 2026
5 Mins read
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Artificial Intelligence
view all![How AI Has Changed Consumer Search Habits in 2026 [Real Data]](https://writesonic.com/blog/wp-content/uploads/Consumer-Search-Habits.png)
How AI Has Changed Consumer Search Habits in 2026 [Real Data]
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