CatalogFix vs ConvertLens: AI CRO Audit
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 CatalogFix, Nov 10, 2026 for ConvertLens.
The short answer
- Only ConvertLens lists a free plan. Paid plans start at $13.99/month for CatalogFix and $19/month for ConvertLens.
- CatalogFix lists 6 features ConvertLens’s listing doesn’t mention, including Alt text, Bulk editing, SEO descriptions.
Head to head
Starter
Growth
Free
- · 10 PDP audits/mo
- · 3 AI applies/mo
- · Approve before/after rewrites
- · CRO rulebook score
Starter
Growth
Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureost Shopify stores have products with missing descriptions, blank SEO fields, and no image alt text. Every gap reduces your visibility in search results. CatalogFix finds every content issue in your catalog and generates AI-powered replacements — product descriptions, meta titles, meta descriptions, tags, and image alt text from your actual product photos. Review and edit everything before publishing.
Product pages lose sales for fixable reasons: walls of text, missing specs, no trust signals, thin titles. ConvertLens runs a CRO audit on every product page and scores it 0-100 against a conversion rulebook: title clarity, scannability, benefits versus features, images and alt text, specs, trust, and urgency. Every finding shows its evidence.
- AI product descriptions, SEO meta titles, meta descriptions, tags, and image
- Catalog health scan — scores your content out of 100 and flags issues
- Bulk generation — select multiple products and generate content for all at once
- Review, edit, and publish with one click — revert anytime
- CRO score per page — 8-rule audit with graded, evidence-backed findings.
- AI copy fixes — before→after rewrites grounded in your page's own copy.
- Safe applies — every change approved by you, audit-logged, reversible.
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 |  CatalogFix |  ConvertLens |
|---|---|---|
| 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 | CatalogFix | ConvertLens |
|---|---|---|
| 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 | CatalogFix | ConvertLens |
|---|---|---|
| Free plan | Not listed | Yes |
| Lowest paid monthly plan | $13.99/month(ahead) | $19/month |
| Longest free trial | 7 days | 14 days |
| Plans listed | 2 | 4 |
Listing
| Measure | CatalogFix | ConvertLens |
|---|---|---|
| Shopify category rank | #418 | #415(ahead) |
| Shopify App Charts | Not on this week’s charts | #11 on Pricing moves in Product content |
| Built for Shopify | No | No |
| Launched | May 7, 2026 | Sep 18, 2026 |
| Languages | 1 | 1 |
| Developer | StoreFix | CGN Media Group LLC |
FAQ
CatalogFix and ConvertLens: common questions
- Is CatalogFix or ConvertLens cheaper?
- Only ConvertLens lists a free plan. Paid plans start at $13.99/month for CatalogFix and $19/month for ConvertLens. 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?
- CatalogFix lists 6 the others don’t mention, such as Alt text, Bulk editing, SEO descriptions, SEO titles. 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 CatalogFix, Nov 10, 2026 for ConvertLens; 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 CatalogFix, Nov 10, 2026 for ConvertLens. 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.