A
allbirds.com
CRO Recommendations — August 2026
9 High Product Page

Unclear size selector

The size selector on the product page may confuse users due to the presence of multiple size options and a note about half sizes, potentially leading to hesitation or abandonment.

CURRENT —
Full-page screenshot of the current page
scroll ↕ — this is the live page
⚠ Unclear size selectorThe size selector on the product page may confuse users due to the presence of multiple size options and a note about half sizes, potentially leading …
Fix
Evidence

Observed on the live site

✓ Flagged independently by 1 of 7 analysts
Business case

If this change wins

$35,381 – $176,904
annual opportunity if it wins
Medium
Effort — 2-5 days
not testable at current traffic
A/B test duration
Prioritisation

PXL score: 4 / 10

QuestionAnswerPoints
Is the change above the fold?No0
Is the change noticeable in under 5 seconds?Yes2
Does it add or remove an element?Yes1
Does it run on a high-traffic page?Yes1
Discovered via user testing?No0
Discovered via qualitative feedback (survey, support)?No0
Supported by heatmaps or session recordings?No0
Found via digital analytics or real-user field data?No0
Verified by direct technical measurement?No0
Implementation

Hand this to your developer

Surface
Product Page — PRODUCT PAGE | ANYTIME ANKLE SOCK
Problem
The size selector on the product page may confuse users due to the presence of multiple size options and a note about half sizes, potentially leading to hesitation or abandonment.
Current state
h1: Anytime Ankle Sock; cta: Get Notified; notes: The size selector is present but the guidance about half sizes may be unclear, and the CTA is 'Get Notified' (likely out of stock), which could frustrate users.
Change
h1: Anytime Ankle Sock; cta: Add to Cart; notes: Clarify the size guidance with a tooltip or visual aid, and ensure the CTA reflects availability. If out of stock, provide a clear 'Notify Me' flow with expected restock date.
Acceptance criteria
GIVEN a first-time visitor on the affected page
WHEN the change is live
THEN Clarify the size guidance with a tooltip or visual aid, and ensure the CTA reflects availability. If out of stock, provide a clear 'Notify Me' flow with expected restock date, with no regression at 375px and 1280px widths.
Tracking
event: cro_unclear_size_selector on interaction with the changed element; verify it fires in BOTH variants before opening traffic.
Success metric
conversion rate on the affected step
QA checklist
Chrome / Safari / Firefox · 375px + 1280px · keyboard reachable · screen-reader name present · no CLS introduced
Effort
Medium — 2-5 days
Test plan
299,882 visitors per variant (95% significance, 80% power); not testable at current traffic.
Rollback
Feature-flag the change; revert the flag if the primary metric drops for 3 consecutive days.
← Size availability not shownControls without accessible names →