AI Catalog Score 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 AI Catalog Score, Oct 21, 2026 for uScore.
The short answer
- Only AI Catalog Score lists a free plan.
- AI Catalog Score lists 7 features uScore’s listing doesn’t mention, including A/B testing, Bulk editing, Competitor analysis.
Head to head
Free
- · AI Query Simulator
- · Agentic Checklist
- · Ai Readiness Score
- · Audit up to 50 products
- · No credit card required
Growth
- · Audit up to 500 products
- · Bulk fix up to 25 products per run
- · Competitor comparison
- · One-click apply fixes
- · Revenue impact estimator
- · Review Intelligence
Pro
- · Audit up to 3,000 products
- · Everything in Growth
- · Export PDF reports
- · Priority support
- · Webhook guardrails on every product edit
Performance
- · Causal A/B uplift measurement included
- · Everything in Pro
- · Recommended for stores doing $500k+ per
- · Unlimited products
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureYour catalog was built for Google. AI reads it differently: it wants structured metafields, spec lists, factual titles. It surfaces what it parses cleanly and skips the rest. We score every product, then rewrites what's weak. Titles, descriptions, alt text, metafields. 30-day undo, journaled, revert anything.
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 where each product loses AI visibility, with an explainable score
- Rewrite weak titles, descriptions, alt text, and metafields in one click
- Apply fixes to your entire catalog in one bulk run, every change reversible
- Causal A/B testing on real session data with p-values reported
- 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 |  AI Catalog Score |  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 | AI Catalog Score | uScore |
|---|---|---|
| App Store rating | 5.0 ★ | 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 |
Pricing
| Measure | AI Catalog Score | uScore |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $49/month | No monthly plan listed |
| Longest free trial | Not listed | Not listed |
| Plans listed | 4 | Not published |
Listing
| Measure | AI Catalog Score | uScore |
|---|---|---|
| Shopify category rank | #1080 | #331(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 28, 2026 | Sep 18, 2026 |
| Languages | 1 | 1 |
| Developer | Alexandre Poulain | unBound AI |
FAQ
AI Catalog Score and uScore: common questions
- Is AI Catalog Score or uScore cheaper?
- Only AI Catalog Score 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?
- AI Catalog Score lists 7 the others don’t mention, such as A/B testing, Bulk editing, Competitor analysis, Schemas. uScore lists 2 the others don’t mention, such as 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 AI Catalog Score, 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 AI Catalog Score, 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.