Side-by-side comparison · 24 data points
AI collection sort, collection page merchandising & personalisation for all-in-one product discovery
| KX AI Collections | Categorify ‑Product Classifier | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
Categorize your entire product catalog with AI that works automatically in the background
| Metric | KX AI Collections | Categorify ‑Product Classifier |
|---|---|---|
| Rating | ★ 5.0 ★ | 1.0 ★ |
| Total reviews | ★ 214 | 1 |
| Free plan | Yes | Yes |
| Pricing | Free trial available | Free plan available |
| Built for Shopify | — | — |
| Pricing tiers | 3 tiers | ★ 4 tiers |
| Listed features | 3 | ★ 5 |
| Languages | 1 supported | 1 supported |
| Listed since | May 2020 | Dec 2025 |
Based on the data on this page, KX AI Collections is the stronger choice for most Shopify App Store merchants — 5.0★ vs Categorify ‑Product Classifier's 1.0★ is a meaningful gap that usually reflects real product or support quality differences across the user base. Pricing entry tiers: KX AI Collections at Free trial available, Categorify ‑Product Classifier 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 (apps, orders, integrations) varies. KX AI Collections has the larger user base (214 reviews vs 1), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Categorify ‑Product Classifier's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat. Recommended by store size: small/early-stage merchants who need fast install and low risk should default to KX AI Collections; mid-market and enterprise merchants with specific feature requirements should evaluate both — Categorify ‑Product Classifier's 1-review base may include the workflow context that matches your specific use case better than KX AI Collections'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: KX AI Collections audit • Categorify ‑Product Classifier audit
| Keyword | KX AI Collections | Categorify ‑Product Classifier |
|---|---|---|
| collections | #3 | Not ranked |
| collection | #3 | Not ranked |
| collection sort | #5 | Not ranked |
No tracked changes.
Both KX AI Collections and Categorify ‑Product Classifier offer paid plans only. KX AI Collections starts at Free trial available; Categorify ‑Product Classifier starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
KX AI Collections has the higher average rating (5.0★ from 214 reviews) compared to Categorify ‑Product Classifier (1.0★ from 1 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.
It depends on what you're optimizing for. KX AI Collections fits better if you prioritize rating consistency; Categorify ‑Product Classifier is the call if you need the larger user base. Read both apps' detail pages on AppRanks for the full feature breakdown, install counts, and recent listing changes.
Both apps are one-click installs from the Shopify App Store marketplace. KX AI Collections has more onboarding documentation maturity (214 reviews vs 1), which usually translates to better-tested setup wizards and quicker time-to-value. AppRanks doesn't measure setup time directly — read the recent reviews on each app's detail page for merchant-reported install experience.
KX AI Collections typically suits early-stage and growth-mode stores based on its review-base composition (214 reviews). Categorify ‑Product Classifier aligns more with early-stage and growth-mode stores (1 reviews). Larger review bases generally mean the app has been load-tested at scale — relevant if you're processing high order volume or handling enterprise compliance requirements.
Migration support varies by app and category. KX AI Collections and Categorify ‑Product Classifier 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 Categorify ‑Product Classifier" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
