Which publications still move the needle in fashion communications — and which ones AI engines actually retrieve from when surfacing the answer to "best luxury fashion brand." The full fashion editorial ecosystem mapped by tier.
Citation Share is the percentage of AI-generated answers in a category that cite, name, quote, or reference a given brand. It is to the answer-engine era what market share is to revenue. This article explains what Citation Share measures, what it doesn't, and why it's a crucial metric for brands to understand and manage their AI visibility.
Citation Share is a new metric for the AI era, tracking brand mentions in AI engine responses. This article outlines a methodology to measure your brand's Citation Share across platforms like ChatGPT, Claude, Perplexity, and Gemini, providing insights for PR and marketing strategies.
Marketing Mix Modeling (MMM) is experiencing a resurgence, becoming the fastest-growing measurement category in marketing. However, despite its growth and strong buyer demand, many vendors are not publicly acknowledging or claiming this trend. This creates a significant narrative gap in the industry.
A study of 100 consumer brands and four answer engines reveals how brand power is changing in the AI era. Legacy brands underperform digital challengers by 32% on Citation Share, highlighting the importance of structured presence across platforms like Wikipedia and Reddit.
There is a growing belief that B2B digital marketing has entered a golden age. Dashboards are full, pipelines are measurable, and every interaction—from first click to closed deal—appears trackable. Marketers speak confidently about attribution models, lead scoring, and conversio…