Shoplift ‑ CRO & A/B Testing vs Sami AI Product Labels & Badge

Sami AI Product Labels & Badge and Shoplift ‑ CRO & A/B Testing are evenly matched on rating (5.0★ 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: Sami AI Product Labels & Badge 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.

Sami AI Product Labels & Badge has the larger user base (1,235 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 Sami AI Product Labels & Badge or Shoplift ‑ CRO & A/B Testing cheaper?

Both Sami AI Product Labels & Badge and Shoplift ‑ CRO & A/B Testing offer paid plans only. Sami AI Product Labels & Badge 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, Sami AI Product Labels & Badge or Shoplift ‑ CRO & A/B Testing?

Sami AI Product Labels & Badge (5.0★, 1,235 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 Sami AI Product Labels & Badge or Shoplift ‑ CRO & A/B Testing?

Sami AI Product Labels & Badge holds the higher average rating (5.0★ vs 4.9★). That is the one dimension AppRanks can separate them on here — read both apps' detail pages for the feature breakdown and recent listing changes.

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

Both apps are one-click installs from the Shopify App Store. Sami AI Product Labels & Badge has the deeper published review base (1,235 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?

Sami AI Product Labels & Badge typically suits early-stage and growth-mode teams based on its published review base (1,235 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.