What is share‑of‑voice in AI search? Share‑of‑voice (AI SOV) measures the percentage of AI‑generated answers that mention or cite your brand compared with all brands. It captures how trusted and visible your brand is within AI search engines. In this context, brand visibility refers to the fraction of answers where your brand appears at all, […]
LLMs aren’t going away. They’re a new, important way to drive awareness and traffic. They change the way people search and use information across the internet. At Rankshift, we’ve been leading this change — testing, studying, and improving strategies that help content show up in AI-generated answers. We believe that sharing knowledge makes it stronger. […]
Citations in AI search are the visible sources behind an answer. They show up as cards, links, or footnotes inside the response itself, not buried in a page or hidden behind anchor text. That shift matters. In generative search, visibility no longer comes from ranking highest on a results page. It comes from being included […]
Marketers love a good battle, and right now, the trenches are dug deep around AI search optimization (specifically GEO vs SEO!) Scroll LinkedIn and you’ll notice something interesting: most arguments aren’t really about tactics but labels. On one side, you’ll see bold claims like ‘SEO is dead,’ and that generative engines demand an entirely new […]
Generative AI has changed how people discover products and make decisions. Instead of scanning lists of links, users ask ChatGPT, Perplexity, Gemini or Google’s AI‑assisted search engines for advice and recommendations. These systems synthesize information and often answer questions directly, which means fewer clicks and less visibility in traditional analytics. Brands that want to stay […]
Can you track brand mentions in AI search? Yes. Dedicated AI visibility platforms run thousands of prompts across engines like ChatGPT, Google AI Overviews, Perplexity and Gemini, capture responses, extract brand mentions and citations, then compute share‑of‑voice, visibility and sentiment metrics. Manual tracking fails because AI answers vary with each run, rarely cite sources and […]
Large language models (LLMs) have shifted how people search for information. In traditional search, optimisers could analyse keywords, page rankings and clicks. AI search is more opaque because conversational assistants sometimes answer questions from their training data and other times retrieve fresh information through retrieval‑augmented generation (RAG). A recent clickstream study covering 80 million ChatGPT […]
LLM tracking tools are becoming the new must-have stack for Generative Engine Optimization (GEO). And honestly, that shift is inevitable. We’ve spent years measuring rankings, traffic, impressions, and CTR. But today, when people ask AI for answers, none of those metrics matter if your brand isn’t showing up inside the response. Simply, if ChatGPT, Perplexity, […]
If you’re here, you’re probably using Otterly AI, or you’ve tested it, and you’re not convinced it’s enough for serious AI visibility tracking. That’s understandable. Users praise Otterly AI for easy setup and intuitive dashboards, but they also call out a steep learning curve, cluttered UI, and difficulty turning visibility data into actionable steps for […]
Your brand might dominate Google’s first page and still be a ghost inside ChatGPT. Welcome to the new rules of discovery. There’s a revenue leak in most marketing funnels right now, and majority teams are still not paying attention. It works like this: a potential buyer opens ChatGPT (or Perplexity, or Gemini) and asks for […]
