Report Pundit vs TrueROAS ‑ AI Ad Attribution

Report Pundit: Custom Reports edges out TrueROAS ‑ AI Ad Attribution on rating (5.0★ vs 4.7★), but the gap is small enough that pricing fit and feature differentiation should drive the decision more than the headline number.

Pricing entry tiers: Report Pundit: Custom Reports at Free plan available, TrueROAS ‑ AI Ad Attribution at Free to install. 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 (2,031 reviews vs 93), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. TrueROAS ‑ AI Ad Attribution's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.

Recommended by size: small/early-stage merchants who need fast install and low risk should default to Report Pundit: Custom Reports; mid-market and enterprise merchants with specific feature requirements should evaluate both — TrueROAS ‑ AI Ad Attribution's 93-review base may include the workflow context that matches your specific use case better than Report Pundit: Custom Reports's broader-but-shallower coverage.

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 Report Pundit: Custom Reports or TrueROAS ‑ AI Ad Attribution cheaper?

Both Report Pundit: Custom Reports and TrueROAS ‑ AI Ad Attribution offer paid plans only. Report Pundit: Custom Reports starts at Free plan available; TrueROAS ‑ AI Ad Attribution starts at Free to install. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, Report Pundit: Custom Reports or TrueROAS ‑ AI Ad Attribution?

Report Pundit: Custom Reports has the higher average rating (5.0★ from 2,031 reviews) compared to TrueROAS ‑ AI Ad Attribution (4.7★ from 93 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.

Should I choose Report Pundit: Custom Reports or TrueROAS ‑ AI Ad Attribution?

Report Pundit: Custom Reports holds the higher average rating (5.0★ vs 4.7★). 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, Report Pundit: Custom Reports or TrueROAS ‑ AI Ad Attribution?

Both apps are one-click installs from the Shopify App Store. Report Pundit: Custom Reports has the deeper published review base (2,031 vs 93), 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?

Report Pundit: Custom Reports typically suits early-stage and growth-mode teams based on its published review base (2,031 reviews). TrueROAS ‑ AI Ad Attribution typically suits early-stage and growth-mode teams based on its published review base (93 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.