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Documentation Index

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AI shopping results do not respond the same way to every query. Depending on buyer intent, they usually fall into two broad modes: Carousel and Research. Understanding shopping modes helps you interpret prompt-level data and understand what kind of content is helping competitors win. In carousel mode, the AI returns a visual grid of product cards — typically 3–6 products with names, images, prices, and a brief description. This is the AI equivalent of a search results page. When it happens: Purchase-intent queries where the buyer wants options fast. Example query: “best trail running shoes under $150” What it means for ranking: Position matters enormously here. Position 1 gets the most attention, and being absent is a meaningful miss. How to optimize: Strong product listings, structured data, accurate pricing, and review counts are the primary ranking signals in carousel responses.

Research mode

In research mode, the AI returns a long-form buyer guide — a detailed text response that compares options, explains trade-offs, and makes a recommendation. Sometimes called “long-form” or “deep research” mode. When it happens: Comparison, feature-specific, and research queries where the buyer is still evaluating. Example query: “what should I look for in trail running shoes for technical terrain?” What it means for ranking: Presence matters more than exact order. Being cited in a trusted research response builds authority earlier in the funnel. How to optimize: Authority signals matter most — third-party reviews, editorial coverage, and expert citations. Brands that are well-covered by authoritative sources rank well in research responses.

Why it matters

A prompt’s shopping mode tells you what kind of influence your ranking has.
ModeBuyer stagePrimary ranking signalWhat a win looks like
CarouselReady to buyProduct data qualityPosition 1–3 in a purchase query
ResearchStill exploringBrand authority & coverageNamed as a top recommendation in a buyer guide
Your prompt table shows the mode for each query. Filter by mode to understand where your visibility gaps are most costly.