AI Shelf Index · 2026 holiday shopping season
🧴 Skincare · 🇨🇦 CA · updated 12 Oct 2026
Standing
#41
Skincare · CA
Shelf-share
0.4%
of CA answers
Sentiment
75%
positive
No week-to-week change larger than the variation between readings.
The same answers, sliced by the shopper the question implies — where Pipa Skincare ranks best.
Its rank at each phase of the shopping journey — from first awareness to the moment of purchase.
Awareness
—
not surfaced
Research
#38
0.3%
Comparison
—
not surfaced
Validation
#80
0.0%
Purchase
#16
1.5%
Observed from the answers themselves — not a score.
Sentiment
75% positive · no negative mentions
Price framing
framed mid
100% mid
“🥉 Best polished gift set: Pipa Start Young [Pipa Skincare Start Young Bundle]() $79.00 This is a lovely 3-step tween routine with cleanser, moisturizer and mist.”
ChatGPT
“[Pipa Skincare Start Young Bundle Gift Set]() $92.99 It's not Canadian, so it doesn't satisfy your Canadian-brand preference, but it is much more age-appropriate than putting a 10-year-old into an adult active-ingredi...”
ChatGPT
“Best overall: Pipa Skincare Start Young Bundle Best for: a first “real” skincare routine Why it fits: Designed specifically around tween skin rather than adapting adult products.”
ChatGPT
The specific Pipa Skincare items the engines put in front of CA shoppers.
Brands the engines recommend in the same answers as Pipa Skincare.
Atmosphera Beauty
Bar is how often that brand is recommended in the same answer as Pipa Skincare, relative to the rest.
Pipa Skincare on other shelves
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Holiday Shopping 2026 · reading updated 11 Oct. An independent measurement by Slingso; not affiliated with Pipa Skincare.