Side-by-side comparison · 24 data points
Analytics & Reports with AI Insights. Make smart decisions fast to boost conversions, profit and LTV
| Pro Analytics | By The Numbers | Muze AI CMO for Ads | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
AI that analyzes ads, optimizes campaigns & generates performing creatives to scale your store.
| Metric | Pro Analytics | By The Numbers | Muze AI CMO for Ads |
|---|---|---|
| Rating | 4.9 ★ | ★ 5.0 ★ |
| Total reviews | ★ 81 | 1 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free trial available |
| Built for Shopify | — | — |
| Pricing tiers | 4 tiers | 4 tiers |
| Listed features | 5 | 5 |
| Languages | 1 supported | 1 supported |
| Listed since | Dec 2017 | Jan 2026 |
Pro Analytics | By The Numbers and Muze AI CMO for Ads are evenly matched on rating (4.9★ vs 5.0★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow.
Pricing entry tiers: Pro Analytics | By The Numbers at Free plan available, Muze AI CMO for Ads at Free trial 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.
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.
Read each app's audit: Pro Analytics | By The Numbers audit • Muze AI CMO for Ads audit
| Keyword | Pro Analytics | By The Numbers | Muze AI CMO for Ads |
|---|---|---|
| custom reports analytics | #19 | Not ranked |
| ai insights | #20 | Not ranked |
| eu vat numbers | #22 | Not ranked |
No tracked changes.
Both Pro Analytics | By The Numbers and Muze AI CMO for Ads offer paid plans only. Pro Analytics | By The Numbers starts at Free plan available; Muze AI CMO for Ads starts at Free trial available. Compare the per-tier features in the Pricing section above before committing.
Pro Analytics | By The Numbers (4.9★, 81 reviews) and Muze AI CMO for Ads (5.0★, 1 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.
Muze AI CMO for Ads 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.
Both apps are one-click installs from the Shopify App Store. Pro Analytics | By The Numbers has the deeper published review base (81 vs 1), 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.
Pro Analytics | By The Numbers typically suits early-stage and growth-mode teams based on its published review base (81 reviews). Muze AI CMO for Ads typically suits early-stage and growth-mode teams based on its published review base (1 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.
Migration support varies by app and category. Pro Analytics | By The Numbers and Muze AI CMO for Ads both publish their export options on their marketplace listing pages (or in their support docs); some apps offer one-click import from competitors, others require CSV. The fastest check: search "import from Muze AI CMO for Ads" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
