Side-by-side comparison
See why shoppers don't buy, then fix it with replays, heatmaps, surveys, checkout recording & AI
| Metric | AI Attribution | Propel Replay, Survey, Heatmap |
|---|---|---|
| Rating | — | 4.9 ★ |
| Total reviews | 0 | 725 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | — | ★ Yes |
| Pricing tiers | 3 tiers | ★ 4 tiers |
| Listed features | 5 | 5 |
On the measured data here, Propel Replay, Survey, Heatmap leads on more dimensions (3 vs 0). Pick AI Attribution if one of the points where it leads is what you need.
Built only from the Shopify App Store listing data shown on this page. AppRanks does not accept payment to influence comparisons. Read the methodology
Read each app's audit: AI Attribution audit • Propel Replay, Survey, Heatmap audit
| Field | AI Attribution | Propel Replay, Survey, Heatmap |
|---|---|---|
| Tagline | ||
| Listing audit | 77/100 listing audit | 88/100 listing audit |
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer |
| Featured placements | — | 1 |
|---|
| Languages | 1 supported | 1 supported |
|---|
| Listed since | Dec 2025 | Jun 2021 |
|---|
| Listed |
|---|
None
| Keyword | AI Attribution | Propel Replay, Survey, Heatmap |
|---|---|---|
| replays | Not ranked | #1 |
| heatmaps | Not ranked | #1 |
| session replay analytics | Not ranked | #4 |
| repro probe 1782243835817 3 | #32 | Not ranked |
| repro probe 1782162832342 3 | #33 | Not ranked |
Not featured in any section recently.
Both AI Attribution and Propel Replay, Survey, Heatmap offer a free plan. AI Attribution lists no paid plan with a published price; Propel Replay, Survey, Heatmap lists no paid plan with a published price. Prices are as listed on the Shopify App Store; check what each tier includes in the Pricing section above.
AppRanks cannot separate these two on rating, because neither publishes one. Propel Replay, Survey, Heatmap does carry the larger published review base (725 vs 0). Read both apps' detail pages for the feature breakdown and recent listing changes.
Both apps are one-click installs from the Shopify App Store. AppRanks doesn't measure setup time directly; Propel Replay, Survey, Heatmap has more published reviews to read for user-reported install experience (725 vs 0).
AppRanks cannot say which fits a larger or smaller operation — there is no store-size measurement in the Shopify App Store data. What it can show: AI Attribution has 0 published reviews; Propel Replay, Survey, Heatmap has 725 published reviews. Compare plan limits and pricing tiers against your own volume.
Migration support varies by app and category. AI Attribution and Propel Replay, Survey, Heatmap 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 AI Attribution" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.