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AI assistants rarely end on an answer: 72% close by inviting another question. And once buyers answer, the shortlist reshuffles. Qwairy's benchmark shows what the next turn decides.
After a purchase, 90% of AI answers cite the brand's own website, versus 17% before. But troubleshooting is the weak spot. Qwairy's benchmark maps who AI cites at every step after the sale.
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.
A practical three-way breakdown of SEO, answer engine optimization, and generative engine optimization: what each one means, where they overlap, and how to run them as a single AI visibility program.
Not all AI crawlers do the same job. Learn which bots to allow or block in robots.txt - GPTBot, ClaudeBot, PerplexityBot and more - without accidentally deleting yourself from AI answers.
Most AI crawlers read raw HTML and never run your JavaScript, so client-side content is invisible to them. Learn how to test for it and fix it with SSR, SSG, or prerendering.
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.
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.
We measured how AI engines END their answers on the commercial questions brands compete on: how often the engine closes by offering to keep going ("If you want, I can narrow this down by budget, region, use case"). Measured across the major AI engines we monitor over a 90-day window.
How Ornikar, France's online driving-school leader, built an operational GEO playbook to become a cited brand in AI answers across driving education and car insurance — with traffic and conversion gains following.
SEO/GEO consultant Thibaut Huertas shares how he tripled Bluecoders' brand mentions and source citations across AI models in under 3 months, using Qwairy to identify high-value prompts and authority backlink targets.
Comment Meilleurtaux, leader de la comparaison de crédits immobiliers en France, a utilisé Qwairy pour mesurer et améliorer sa visibilité dans les moteurs IA.
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.
A full breakdown of Qwairy's MCP server: what each tool does, how it compares to Visiblie, Omnia, and Foglift, and why native MCP matters for GEO strategy.
Understand which social platforms and communities AI engines trust and cite. Monitor Reddit, YouTube, Twitter, forums, and more across all major AI platforms.