Shopify Sends Compare-at Prices to AI Agents: Check the Price Pair
Shopify Catalog now shares compare-at prices with AI agents. Check the current and reference price together before assuming a markdown will display.
Tagged collection
Latest articles tagged “AI Visibility”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
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AI Overviews Reach 83% of Branded Searches: What the Data Really Shows
Ahrefs found AI Overviews on 82.91% of branded US desktop results in a September crawl. We separate the study’s two samples and turn the finding into a 30-query brand-answer audit.
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ChatGPT Adds Virtual Try-On, but Our Anonymous Test Did Not Surface It
OpenAI documented virtual try-on for clothing and accessories. In three anonymous web prompts, ChatGPT returned text recommendations and one sponsored placement, but no Try on control.
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ChatGPT and Gemini Shared No Source Domains in 76.7% of Product Checks
A product-advice preprint found no shared displayed source domains in 76.7% of matched ChatGPT and Gemini checks. What the test means for AI visibility audits.
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Baidu and Google Gave Similar AI Answers From Different Source Webs
A 500-query bilingual study found high answer similarity but very low cited-host overlap between Baidu and Google AI overviews.
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AI Search Engines Cited Different Websites in a 960-Answer Study.
A 960-answer experiment and a separate B2B panel show why AI citations vary by engine, prompt type and measurement unit. Their percentages should not be pooled.
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Google Tests Publisher Payments for Contributions to AI Answers
Google is testing payments when publisher content significantly contributes to AI answers. Here is what is confirmed, undisclosed and worth measuring.
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How to Measure the Noise Floor of an AI Visibility Score
A 1,200-observation research protocol for measuring how AI mentions, recommendations, and citations move when the monitored site does not change.
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AI SEO: What It Is, How It Works, and What to Measure
Learn what AI SEO means, how it differs from AEO and GEO, what Google documents, and how to measure rankings, citations, referrals, and conversions.
