Holiday Shopping 2026 · August 2026 to January 2027
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Last updated 12 October 2026 · updated weekly on Monday through January 2027
AI-driven visits convert 42% higher and deliver 37% more revenue than the rest of your traffic. Adobe, mid-2026 So we track which brands the assistants actually put in front of shoppers — by persona, by market, every week through the season. Read the methodology →
Stories
The shelves
Shelf-share = the share of shopper attention this exact product holds. Visibility = the share of answers that named it.
Price is a band, not one number: the cheapest price on the market, the brand’s own price in bold, and the dearest — sorted low to high. Where only one figure is known, only one is shown. A dash means no price we could verify, not a free product.
Follow the shopper
We follow a panel of shopper personas through their whole journey — awareness to purchase — and watch which brands AI puts in front of each one. The story is the shift: who AI recommends to discover is rarely who it recommends to buy.
Unseeded only · UK · October 2026.
We ask the assistants the same real shopper questions each run, and record every brand each one recommends.
Each run we ask ChatGPT and Google AI Mode the same set of questions, one persona and market at a time.
Shelf-share is the share of answers in a category that named a brand. The questions never name a brand, so a brand is on the shelf because the engine chose it.
We settle on the questions before each run, never after. A brand on the shelf is the assistant’s pick, not one we went looking for.
Read the full method — the shoppers, their journey, and the season →
See which shoppers already find you on the shelf, and where you are missing.