How do we
know what
fits you?
Open methodology. Cited research. No black box. Every recommendation traces to peer-reviewed female anatomy data and verified 2025-26 brand sizing.
Three numbers explain
most of the problem.
Female feet differ from male feet in measurable, documented ways. Most hockey gear ignores them. Here's the math.
Female heels are narrower at the same foot length.
+ WHY THIS MATTERS— HIDE
Mechanism behind the universal Bauer Supreme heel-slop complaint. Algorithm reroutes narrow-heel feet away from Supreme + Nexus toward Vapor (Fit 1), CCM Jetspeed, and FTW.
Female insteps average lower volume at the same length.
+ WHY THIS MATTERS— HIDE
Why most women report Bauer Nexus and CCM Tacks XF feel like the foot floats. Algorithm penalizes high-volume picks for low-volume inferred feet.
Female bunion incidence is roughly three times higher.
+ WHY THIS MATTERS— HIDE
Algorithm warns about narrow toe boxes (Vapor / Jetspeed) when bunions reported. Reroutes to Vapor Fit 2, CCM Tacks XF, or True Catalyst (heat-moldable).
From your shoe brands to your skate.
Six steps. Decision tree. No black box. Click through.
Infer foot dimensions
Cross-reference shoe brands you wear. Each brand = known last shape (Nike Pegasus narrow / Altra wide / Hoka narrow heel). Anchor signals weight 3×, strong 2×, weak 1×. Female-anatomy prior nudges narrow/low. Self-rated width adds 4. Current skate fit overrides everything.
Ten facts the algorithm enforces.
Click any fact to expand the source citation and what it changes in our recommendation.
01Female heel ~5–7% narrower than male at same length
This is the mechanism behind the universal 'Bauer Supreme heel slop' complaint. Algorithm flags Supreme line for any user with inferred narrow heel.
02Female forefoot ~3–4% narrower at same length
Subtle but real. Combined with #1, drives recommendation toward Vapor (Fit 1) and CCM Jetspeed FTW for typical female foot profiles.
03Female instep ~10–15% lower volume at same length
Why women report 'foot floats' in Bauer Nexus and CCM Tacks XF. Algorithm penalizes high-volume picks for low-volume inferred feet.
04Female arch typically lower than male of same length
Calibrated via inverse-arch-index analysis. Algorithm includes arch dimension scoring per skate model.
05Female bunion incidence ~3x higher than male
Algorithm warns about narrow toe boxes (Vapor / Jetspeed) when bunions reported. Reroutes to Vapor Fit 2, Tacks XF, or True Catalyst (heat-moldable).
06Female calf attachment ~5–10mm lower on tibia than male
Drives 'boot top cuts into calf' complaint. Bauer Vapor's tapered calf opening preferred over wider Supreme line for typical female geometry.
07Female Q-angle 15–18° vs male 11–14°
Affects shin-guard patellar window positioning. Currently informational; v2 algorithm factors into shin-guard rec.
08Female W:H ratio 0.80 vs male 0.88
Why unisex hockey pants (sized by waist) fit awkwardly on women. CCM FTW pants and Bauer WMNS Pro Pants accommodate wider hips + shorter torso.
09Body weight < 130 lb (59 kg) typically can't break in 95+ flex pro boot
Brand-fitter consensus across LX Hockey, Total Hockey, Pro Hockey Life. Algorithm penalizes pro-tier picks for users under 130 lb and recommends mid-tier (60–75 flex).
10Foot length ≤ 22.5 cm (US W 5.5) often fits junior tier better
Senior skates scale up in volume + width as size decreases below 5.5; junior tier maintains tighter proportions. Algorithm warns + recommends junior consideration.
Every brand recommendation traces to source.
Verified at official manufacturer sites. Re-checked every time a line drops.
Bauer Hockey
Vapor (FLYLITE / FLYPRO / FLY40 / FLY30) — narrow heel, low volume. Supreme (SHADOW / M50 PRO / M40 / M30) — anatomical, mid-volume. Bauer X (X / X-LP) — recreational. Nexus DISCONTINUED for skates as of 2024.
CCM Hockey
Jetspeed (FT8 Pro / FT8 / FT890 / FT880 / FT870 / FT860) — medium forefoot, narrow heel. Tacks (XF PRO / XF / XF 90 / XF 80) — wide forefoot, high volume. CCM NEXT — entry. Ribcor DISCONTINUED.
CCM Jetspeed FTW · Women's-specific
Head-to-toe women's gear: Skate ($649), Helmet ($369), Combo Helmet ($419), Sticks ($219–$389), Shoulder Pads ($199), Pants ($189), Gloves ($169). First true women's-anatomy line.
True Hockey
Catalyst (9X4 / 7X4 / 5X4 / 3X4) — heat-moldable medium-everything last. SVH Custom ($1,400) — fully 3D-scanned, only off-the-shelf path to true female-foot geometry. TF series DISCONTINUED.
Bauer Women's Protective
WMNS Pro Pant ($112) — female silhouette. WMNS Pro Shoulder Pads — chest-area accommodation. BodyGuard Cut-Resistant Baselayer Women's. No Bauer women's-specific skate or helmet.
Warrior
Warrior NO LONGER MAKES HOCKEY SKATES as of 2025-26. Still produces sticks, gloves, and protective; not in our skate database.
What we're still working on.
Decision-tree, not ML
Decision-tree, not ML
Algorithm is rule-based. Moving to a learned model once we have fit-feedback data from real users.
Photo scan deferred
Photo scan deferred
Paper-trick + browser CV foot measurement is v2. v1 relies on shoe-brand cross-reference + body proxies.
Calibration is rough
Calibration is rough
Body weight + skill bracket is a proxy for break-in probability. A real model would also factor session frequency.
No goalie skates yet
No goalie skates yet
v2. Goalie skate database + algorithm separate from player skates.
Found something wrong? [email protected] — algorithm updates are continuous.
