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Most AI visibility checks stop at the first answer. But AI assistants turn questions into conversations, and the follow-up questions they suggest decide which brands stay in the race.
Why Nissan's AMIEO region decided early that AI search mattered and how the shift from a click economy to a reputation economy changed the way the brand thinks about visibility, customer language, and measurement.
ChatGPT ads appear in 69.25% of US-monitored commercial answers but near zero in France. What US data reveals before the French launch, and how to prepare.
Reddit's share of ChatGPT Search citations collapsed 95% in one week in August 2026. Qwairy's citation data reveals the mechanism: a query fan-out change on August 8 that switched ChatGPT to direct site: interrogation, redistributing citations from discussion platforms to official sources.
Source Authority reveals which domains consistently shape monitored AI answers, turning citation reach, consensus, momentum, breadth, and context into a practical source strategy.
Qwairy v1.19 introduces Source Authority, 36 Agent Skills, rebuilt Crawler Analytics and broader analytics connections to turn AI visibility data into action.
Qwairy maps when ChatGPT Shopping appears across 100,000+ monitored runs. A matched test found appearance rates ranging from 21.7% to 96.7%.
For 72 of 139 eligible product-brand domains, the recorded brand domain never appeared among 22,115 identifiable ChatGPT shopping destinations.
Traditional SEO is no longer enough. As AI-powered search engines like ChatGPT, Perplexity, and Gemini become primary sources of information, Generative Engine Optimization (GEO) is emerging as the new frontier.
Google launched AI Overviews and AI Mode in France on July 22, 2026. Learn why the rollout took two years, what it changes for brands, and how to measure both surfaces in Qwairy.
AI Revenue moves to GA with three-layer attribution and a self-serve GA4 setup, the Action Center leaves beta on every paid plan, and a new Pitch Audit lets agencies run one-shot GEO audits on prospects. Plus a refreshed Premium Models catalog and the MCP server now available from Starter.
A Qwairy research study on how AI answer engines frame the 2026 World Cup winner, where they agree, where answers become volatile, and what marketers can learn from AI perception mapping.
