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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 maps when ChatGPT Shopping appears across 100,000+ monitored runs. A matched test found appearance rates ranging from 21.7% to 96.7%.
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.
A practical, cross-engine playbook for earning citations from AI engines like ChatGPT, Perplexity, Gemini and Google AI Overviews. Learn how citations are chosen, the tactics that work across engines, and how to measure your citation share.
For 72 of 139 eligible product-brand domains, the recorded brand domain never appeared among 22,115 identifiable ChatGPT shopping destinations.
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.
A practical playbook for turning unlimited AI visibility audits without automatic expiration into an agency growth engine, from lead magnet to monitoring.
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.
Qwairy v1.19 introduces Source Authority, 36 Agent Skills, rebuilt Crawler Analytics and broader analytics connections to turn AI visibility data into action.