TA AI Product Labels & Badges vs Shoplift ‑ CRO & A/B Testing

TA AI Product Labels & Badges and Shoplift ‑ CRO & A/B Testing are evenly matched on rating (4.9★ vs 4.9★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow.

Pricing entry tiers: TA AI Product Labels & Badges at Free plan available, Shoplift ‑ CRO & A/B Testing at Free plan available. Check each app's tier structure for the capacity limits you actually need before deciding — the headline number is the same shape, but the gating shape per tier (seats, usage volume, integrations) varies.

TA AI Product Labels & Badges has the larger user base (1,404 reviews vs 135), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Shoplift ‑ CRO & A/B Testing's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.

Recommended evaluation path: install both apps' free tiers (where available) and run them in parallel on a small cohort for 7-14 days before committing. The data tables below show the per-feature breakdown — for most merchants the deciding factor will be a single integration or workflow detail that's hard to compare from listing pages alone.

This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Shopify App Store listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.

Is TA AI Product Labels & Badges or Shoplift ‑ CRO & A/B Testing cheaper?

Both TA AI Product Labels & Badges and Shoplift ‑ CRO & A/B Testing offer paid plans only. TA AI Product Labels & Badges starts at Free plan available; Shoplift ‑ CRO & A/B Testing starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, TA AI Product Labels & Badges or Shoplift ‑ CRO & A/B Testing?

TA AI Product Labels & Badges (4.9★, 1,404 reviews) and Shoplift ‑ CRO & A/B Testing (4.9★, 135 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.

Should I choose TA AI Product Labels & Badges or Shoplift ‑ CRO & A/B Testing?

AppRanks cannot separate these two on rating — both sit at 4.9★. TA AI Product Labels & Badges does carry the larger published review base (1,404 vs 135). Read both apps' detail pages for the feature breakdown and recent listing changes.

Which is faster to set up, TA AI Product Labels & Badges or Shoplift ‑ CRO & A/B Testing?

Both apps are one-click installs from the Shopify App Store. TA AI Product Labels & Badges has the deeper published review base (1,404 vs 135), which often — though not always — accompanies better-tested setup docs. AppRanks doesn't measure setup time directly: read the recent reviews on each app's detail page for user-reported install experience.

Which works better for small vs large Shopify App Store merchants?

TA AI Product Labels & Badges typically suits early-stage and growth-mode teams based on its published review base (1,404 reviews). Shoplift ‑ CRO & A/B Testing typically suits early-stage and growth-mode teams based on its published review base (135 reviews). A larger review base generally means the app has been exercised at scale — relevant if you are processing high volume or handling enterprise compliance requirements.