AI Catalog Score vs Polishr
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 14, 2026 for Polishr.
The short answer
- Only AI Catalog Score lists a free plan. Paid plans start at $49/month for AI Catalog Score and $29/month for Polishr.
- AI Catalog Score lists 12 features Polishr’s listing doesn’t mention, including A/B testing, Analytics, Audits.
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
Starter
- · 100 AI fixes per month
- · All fix types included
Pro
- · 500 AI fixes per month
- · Everything in Starter
Scale
- · 2,000 AI fixes per month
- · Everything in Pro
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.
Polish AI scans your Shopify product catalog for listing quality issues and ranks them by 30-day revenue per product. You see which listings are tied to recent sales activity and can prioritize those fixes first.
- 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
- Issues ranked by 30-day product revenue, so you fix what matters first
- AI rewrites alt text, descriptions, and titles using your product context
- Approve or reject each AI suggestion before it applies to your products
- Detects 6 quality issues including duplicates, weak titles, and metafields
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 |  Polishr |
|---|---|---|
| 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 | Polishr |
|---|---|---|
| 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 |
Pricing
| Measure | AI Catalog Score | Polishr |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $49/month | $29/month(ahead) |
| Longest free trial | Not listed | Not listed |
| Plans listed | 4 | 3 |
Listing
| Measure | AI Catalog Score | Polishr |
|---|---|---|
| Shopify category rank | #1080(ahead) | #1181 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 28, 2026 | May 6, 2026 |
| Languages | 1 | 1 |
| Developer | Alexandre Poulain | Aegion |
FAQ
AI Catalog Score and Polishr: common questions
- Is AI Catalog Score or Polishr cheaper?
- Only AI Catalog Score lists a free plan. Paid plans start at $49/month for AI Catalog Score and $29/month for Polishr. 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 12 the others don’t mention, such as A/B testing, Analytics, Audits, Competitor analysis. Polishr lists 3 the others don’t mention, such as Content optimization, Duplicate content, Metadata optimization. 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 14, 2026 for Polishr; 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 14, 2026 for Polishr. 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.