Preferd: AI Visibility & AEO vs uScore
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026 for Preferd, Oct 21, 2026 for uScore.
The short answer
- Only Preferd lists a free plan.
- Preferd lists 8 features uScore’s listing doesn’t mention, including Bulk editing, Competitor analysis, File naming.
Head to head
Free
- · 3 free AI optimizations
- · Catalog health overview
- · GEO audit, up to 50 products
- · Total score + top opportunity
Starter
- · 200 AI optimizations / month
- · AI visibility — 4 checks/mo, 1 rival
- · Before/after lift + 1-click revert
- · CSV export
- · Full GEO breakdown + fix recommendations
- · Unlimited product audits
Pro
- · 2,000 AI optimizations / month
- · 30 AI visibility checks / month
- · Bulk optimize your whole catalog
- · Direct email support
- · Everything in Starter
- · Track 5 competitors (share of voice)
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featurePreferd scores every product 0-100 on how well AI shopping agents (ChatGPT, Gemini, Copilot, Perplexity) understand and recommend it, rewrites weak fields with AI, applies them to Shopify and shows the before-and-after lift, with one-click revert.
uScore reads your active products and gives each one a score from 0 to 100 that estimates how well its content answers the questions AI shopping assistants ask. The Overview shows your catalog median, its trend over time and the products that need attention most, while each product page breaks the score into plain-language signals with history. Scores refresh automatically when you edit a product.
- See a 0-100 AI-readiness score for every product, ranked by opportunity
- One-click AI rewrite of titles, descriptions, tags and SEO meta
- Apply changes to Shopify, see the score lift, revert anytime within 30 days
- A guard alerts you and restores your work if it gets overwritten
- Score your entire catalog instantly - no setup required
- Automatically refresh scores as your products change
- See variant-level scores and the signals behind them
- Find low - visibility products and prioritize what to fix
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Preferd |  uScore |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Preferd | uScore |
|---|---|---|
| App Store rating | Not published | Not published |
| App Store reviews | Not published | Not published |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
Preferd and uScore: common questions
- Is Preferd or uScore cheaper?
- Only Preferd lists a free plan. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- Preferd lists 8 the others don’t mention, such as Bulk editing, Competitor analysis, File naming, Metadata optimization. uScore lists 5 the others don’t mention, such as AI generation, Content analysis, Content optimization, Conversion tracking. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Oct 13, 2026 for Preferd, Oct 21, 2026 for uScore; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Oct 13, 2026 for Preferd, Oct 21, 2026 for uScore. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.