Original research on how AI engines pick which brands to surface — and the methodology we use to engineer that outcome for our clients.
One of the most common failure points in AI visibility work has almost nothing to do with the quality of your measurement.…
BlogCitation Rate measures how often an AI platform visibly attributes an answer to your website or content, across a defined set of…
BlogAn AI visibility tracking tool runs a library of prompts against AI answer engines ChatGPT, Google AI Overviews and AI Mode, Perplexity,…
BlogMany teams look for a single AI visibility score that summarizes how well their brand performs across ChatGPT, Gemini, Microsoft Copilot, Perplexity,…
BlogA single AI visibility check one prompt, run once, on one platform only captures a snapshot of a system that’s constantly changing.…
BlogAI Share of Voice (AI SOV) measures how often your brand shows up in AI-generated answers compared to your competitors, across a…
A short, weekly dispatch from the practice. New research, methodology updates, and the occasional rant about how AI systems pick winners. No fluff.
Ask ChatGPT and Gemini the same question about your brand and you can get two different answers not because one is wrong,…
BlogPage-intent segmentation is the practice of tagging every page on a site by the search intent it serves, informational, commercial, transactional, or…
BlogAI search systems are moving beyond simple keyword matching and focusing more on understanding entities, relationships, and context. To provide accurate answers,…