Side-by-side comparison · 24 data points
AI-powered search and filters for smarter product discovery that helps turn searches into sales
| Search & Product Discovery ‑AI | TreeNav | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
| Metric | Search & Product Discovery ‑AI | TreeNav |
|---|---|---|
| Rating | 5.0 ★ | — |
| Total reviews | 17 | 0 |
| Free plan | ★ Yes | — |
| Pricing | ★ Free plan available | $7/month |
| Built for Shopify | ★ Yes | — |
| Pricing tiers | ★ 3 tiers | 1 tier |
| Listed features | 5 | 5 |
| Languages | 1 supported | 1 supported |
| Listed since | Jan 2020 | Jan 2026 |
Based on the data on this page, Search & Product Discovery ‑AI is the stronger choice for most Shopify App Store merchants — 5.0★ vs TreeNav's 0.0★ is a meaningful gap that usually reflects real product or support quality differences across the user base.
On pricing, Search & Product Discovery ‑AI offers a free tier (Free plan available) while TreeNav starts at $7/month. For early-stage teams validating fit, the free-tier path lets you run the app on real workloads before committing budget.
Recommended by size: small/early-stage merchants who need fast install and low risk should default to Search & Product Discovery ‑AI; mid-market and enterprise merchants with specific feature requirements should evaluate both — TreeNav's 0-review base may include the workflow context that matches your specific use case better than Search & Product Discovery ‑AI'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.
Read each app's audit: Search & Product Discovery ‑AI audit • TreeNav audit
| Keyword | Search & Product Discovery ‑AI | TreeNav |
|---|---|---|
| search discovery | #10 | Not ranked |
| search bar | #11 | Not ranked |
| search | #13 | Not ranked |
Search & Product Discovery ‑AI is the cheaper option — it offers a free plan (Free plan available). TreeNav starts at $7/month. Both publish their pricing on the Shopify App Store; AppRanks mirrors what's listed on each refresh cycle.
AppRanks cannot separate these two on rating, because neither publishes one. Search & Product Discovery ‑AI does carry the larger published review base (17 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. Search & Product Discovery ‑AI has the deeper published review base (17 vs 0), 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.
Search & Product Discovery ‑AI typically suits early-stage and growth-mode teams based on its published review base (17 reviews). TreeNav typically suits early-stage and growth-mode teams based on its published review base (0 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. Search & Product Discovery ‑AI and TreeNav 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 TreeNav" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
