AI Visibility
How one citation put a new brand in AI answers, and what that reveals about visibility systems.
Read the field experimentAI Growth Systems articles
Selected field notes on AI visibility, research, and practical AI systems.
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Field notes on AI visibility, research, and the systems behind useful answers.
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OpenRouter Fusion
What happens when a model becomes a panel: a benchmark of model routes, latency, and surviving brand signals.
Read the research articleThe Same Webpage, Different Answers
What I learned from a playful experiment that served different answers to humans and AI agents.
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Agentic SEO bridge
AI SEO is often the first bottleneck teams feel.
AI SEO is often the first bottleneck teams feel: competitors start appearing in ChatGPT, Perplexity, Gemini, and AI Overviews while your brand remains invisible.
Agentic SEO is Cedric's specialist AI visibility service for companies that want to understand, measure, and improve how they show up in AI-mediated search.
It sits inside the broader AI Growth Systems approach: get found first, then turn that visibility into customers, workflows, and assets that compound.