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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.
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.
Every AI search dashboard shows citations. Almost none show revenue. This handbook gives you the three-layer framework, a maturity matrix, a 20-point audit, and the CFO conversation framework to fix that.
The complete data-driven playbook for earning ChatGPT citations. Technical setup, content structure, authority signals, and monitoring strategies backed by 184K+ query analysis.
Looking to track your brand presence in LLMs? Here is how to it for free or at scale.
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.
We tested the assumption behind Google's "AI optimization is just SEO" guidance: do the domains cited by Google AI match those cited by ChatGPT, Perplexity, Claude and the rest on the same question? They barely do - cross-engine overlap runs 4-19% (Jaccard), and the single top source matches 4-13% of the time. Measured across eight major AI surfaces on production brands, every prompt run repeatedly, 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.
When Pysae set out to measure how often they were mentioned in AI-generated responses, they faced a familiar problem: a lack of visibility. With Qwairy, they gained clarity and achieved a 30% increase in brand mentions.