AI Shelf Index · 2026 holiday shopping season
Byoma AI shopping shelf share
🧴 Skincare · 🇨🇦 CA · updated 12 Oct 2026
Standing
#65
Skincare · CA
Shelf-share
0.2%
of CA answers
Sentiment
100%
positive
No week-to-week change larger than the variation between readings.
Who's on the skincare shelf
Marcelle
10.3%
COSRX
9.0%
CeraVe
8.6%
La Roche-Posay
5.8%
Beauty of Joseon
5.4%
The Ordinary
5.1%
Byoma
0.2%
The shoppers Byoma wins
The same answers, sliced by the shopper the question implies — where Byoma ranks best.
Where Byoma wins the journey
Its rank at each phase of the shopping journey — from first awareness to the moment of purchase.
Awareness
—
not surfaced
Research
—
not surfaced
Comparison
#43
0.4%
Validation
—
not surfaced
Purchase
#25
1.1%
Where the engines differ
What AI says about Byoma
Observed from the answers themselves — not a score.
Sentiment
100% positive · no negative mentions
“For the 10-Year-Old (Safe, Gentle & Fun) Byoma Skincare Starter Kits: While technically a UK-born brand massively popular in Canada via Sephora Canada , Byoma is heavily focused on the skin barrier.”
Google AI Mode
“BYOMA – Hydrating/Barrier-Boosting Trios The Vibe:** Bright, aesthetic, colorful bottles that tweens love on TikTok, but grounded in solid dermatological science.”
Google AI Mode
Products AI names
The specific Byoma items the engines put in front of CA shoppers.
Shelved alongside
Brands the engines recommend in the same answers as Byoma.
How to read this
Bar is how often that brand is recommended in the same answer as Byoma, relative to the rest.
Byoma 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 Byoma.