Side-by-side comparison · 24 data points
A daily email report with one AI-picked insight from your orders, customers, products, and traffic.
| Report Pundit | Seam AI Analytics | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
Build custom reports, automate reports & analytics, and reconcile data from key integrations easily
| Metric | Report Pundit: Custom Reports | Seam AI Analytics |
|---|---|---|
| Rating | 5.0 ★ | 5.0 ★ |
| Total reviews | ★ 2k | 3 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | — | — |
| Pricing tiers | ★ 4 tiers | 2 tiers |
| Listed features | ★ 5 | 3 |
| Featured placements | 1 | — |
| Languages | 1 supported | 1 supported |
| Listed since | Aug 2019 | May 2026 |
Report Pundit: Custom Reports and Seam AI Analytics are evenly matched on rating (5.0★ 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: Report Pundit: Custom Reports at Free plan available, Seam AI Analytics 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.
Report Pundit: Custom Reports has the larger user base (2,030 reviews vs 3), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Seam AI Analytics'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.
Read each app's audit: Report Pundit: Custom Reports audit • Seam AI Analytics audit
| Keyword | Report Pundit | Seam AI Analytics |
|---|---|---|
| custom report generation | #1 | Not ranked |
| custom reports | #1 | Not ranked |
| reports | #1 | Not ranked |
| ai insights | Not ranked | #10 |
| form spam protection | Not ranked | #23 |
Not featured in any section recently.
Both Report Pundit: Custom Reports and Seam AI Analytics offer paid plans only. Report Pundit: Custom Reports starts at Free plan available; Seam AI Analytics starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
Report Pundit: Custom Reports (5.0★, 2,030 reviews) and Seam AI Analytics (5.0★, 3 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.
AppRanks cannot separate these two on rating — both sit at 5.0★. Report Pundit: Custom Reports does carry the larger published review base (2,030 vs 3). Read both apps' detail pages for the feature breakdown and recent listing changes.
Both apps are one-click installs from the Shopify App Store. Report Pundit: Custom Reports has the deeper published review base (2,030 vs 3), 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.
Report Pundit: Custom Reports typically suits early-stage and growth-mode teams based on its published review base (2,030 reviews). Seam AI Analytics typically suits early-stage and growth-mode teams based on its published review base (3 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. Report Pundit: Custom Reports and Seam AI Analytics 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 Seam AI Analytics" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
