Why brand representation and interpretability matter in the era of LLMs - with Nik Ranger

Nik Ranger shares why brand representation and interpretability matter in the era of LLMs.Talking points include:Why does AI rank matter?How do you measure visibility on LLMs?What is the impact of this on visibility?What are typical gaps in the model’s understanding and what does a brand do to deal with this?How to maximise brand representationHow does this impact purchasing decisions?What’s the difference between a brand and an entity?Read the full transcript of Nik's interview at: https://majestic.com/seo-in-2025/additional-insights/nik-ranger