AI Search & Commerce News
Timely industry and technology developments across ChatGPT, Perplexity, Google AI, Shopify, and cross-border commerce—framed for GEO operators.
87 briefings
New benchmark compares ChatGPT, Perplexity, and Google AI Overviews citation behavior — structured data dominates shopping queries
A multi-engine citation benchmark covering 1,200 product pages reveals that structured data completeness predicts citation frequency across all engines, with shipping schema emerging as the top differentiator.
Read briefingSchema.org releases new FAQPage recommendations for AI-driven search — what merchants need to change
Schema.org published updated FAQPage usage guidelines that explicitly address how LLMs and AI agents consume structured FAQ content. The changes affect anchor linking, answer visibility, and question granularity — three areas where 73% of current implementations fall short.
Read briefingGoogle AI Overviews expands shopping citations with merchant product panels — what cross-border stores need to know
Google is rolling out product-level citation panels inside AI Overviews for shopping queries, showing prices, ratings, and merchant names alongside AI-generated answers. Here is what this means for visibility strategies.
Read briefingPerplexity launches 'Source Insights' panel — merchants can now see how AI cites their products
Perplexity's new merchant dashboard shows which product pages are cited, by which queries, and which schema fields drove inclusion. The move signals a shift toward transparency in AI-driven shopping discovery.
Read briefingChatGPT rolls out 'Shop with AI' — cross-border stores face citation readiness test
OpenAI's new shopping layer prompts users to compare products across merchants, with citations drawn entirely from structured data. Stores without complete JSON-LD are invisible on day one.
Read briefingChatGPT Search usage surges 40% QoQ in product-discovery queries
Third-party traffic panels show conversational search eating non-brand Google queries — merchants report citation traffic before SEO rank changes.
Read briefingAI shopping assistants push brands toward answer-ready pages
Major AI platforms are adding shopping flows. Merchants who structure product facts early win citations.
Read briefingGoogle expands Gemini shopping actions to 12 new markets
In-chat product cards now pull from Merchant Center feeds — structured data quality becomes a gating factor.
Read briefingIndustry report: FAQ-rich pages cited 2× more often in Perplexity answers
Aggregated merchant benchmarks—not a single lab study—show FAQ depth correlates with citation share. Add buyer questions before scaling ad spend.
Read briefingPrinceton-led preprint proposes standard metrics for generative search attribution
Draft paper introduces Generative Impression and Citation Half-Life—concepts aligned with how Visora tracks SOAV over time.
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