AI Shelf Index · 2026 holiday shopping season
Bosch AI shopping shelf share
🍳 Kitchen · 🇺🇸 US · updated 12 Oct 2026
Standing
#19
Kitchen · US
Shelf-share
0.9%
of US answers
Sentiment
100%
positive
No week-to-week change larger than the variation between readings.
Who's on the kitchen shelf
Ninja
15.5%
Breville
11.1%
De'Longhi
6.1%
Cosori
5.1%
Instant Pot
4.4%
Ankarsrum
3.5%
Bosch
0.9%
The shoppers Bosch wins
The same answers, sliced by the shopper the question implies — where Bosch ranks best.
Where Bosch wins the journey
Its rank at each phase of the shopping journey — from first awareness to the moment of purchase.
Awareness
#14
1.4%
Research
—
not surfaced
Comparison
—
not surfaced
Validation
#9
2.7%
Purchase
—
not surfaced
Where the engines differ
What AI says about Bosch
Observed from the answers themselves — not a score.
Sentiment
100% positive · no negative mentions
Price framing
framed mid
75% mid, 25% premium
“YouTube · That Sourdough Gal Bosch Universal Plus (The Workhorse Capacity King)** : Packing an 800-watt bottom-drive motor, this machine is legendary among homesteaders and bulk bread bakers.”
Google AI Mode
“If you'd like, let me know: Do you prefer a traditional upright design (like KitchenAid) or are you open to a bottom-motor European style** (like Ankarsrum/Bosch)?”
Google AI Mode
“Bosch Universal Plus ($499) — The Utilitarian Workhorse .”
Google AI Mode
“The Bosch Universal Plus has a bottom-driven 800W motor and a large, BPA-free plastic bowl that can handle up to 14 pounds of dough.”
Google AI Mode
Products AI names
The specific Bosch items the engines put in front of US shoppers.
Shelved alongside
Brands the engines recommend in the same answers as Bosch.
How to read this
Bar is how often that brand is recommended in the same answer as Bosch, relative to the rest.
Bosch on other shelves
Slingso Managed Outcomes
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Holiday Shopping 2026 · reading updated 11 Oct. An independent measurement by Slingso; not affiliated with Bosch.