AI Product Feed Doctor vs CatalogFix
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026.
The short answer
- Only AI Product Feed Doctor lists a free plan. Paid plans start at $9.99/month for AI Product Feed Doctor and $13.99/month for CatalogFix.
- CatalogFix lists 4 features AI Product Feed Doctor’s listing doesn’t mention, including Alt text, Bulk editing, Descriptions.
Head to head
Free
Starter
Growth
Starter
Growth
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAudit up to 5,000 products for missing or weak titles, descriptions, SEO fields, vendor data, categories, GTIN/barcodes, images and ALT text. See a catalog health score and filter affected products by severity. Generate multilingual AI repair previews for supported content, edit every suggestion, and approve changes before they are written to your store.
ost 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.
- Generate product titles and descriptions from images in seconds
- Create SEO-ready titles and meta descriptions.
- Edit and publish content directly in Shopify.
- 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
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 Product Feed Doctor |  CatalogFix |
|---|---|---|
| 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 Product Feed Doctor | CatalogFix |
|---|---|---|
| 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 Product Feed Doctor | CatalogFix |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $9.99/month(ahead) | $13.99/month |
| Longest free trial | Not listed | 7 days |
| Plans listed | 3 | 2 |
Listing
| Measure | AI Product Feed Doctor | CatalogFix |
|---|---|---|
| Shopify category rank | #492 | #416(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 19, 2026 | May 7, 2026 |
| Languages | 1 | 1 |
| Developer | yimu | StoreFix |
FAQ
AI Product Feed Doctor and CatalogFix: common questions
- Is AI Product Feed Doctor or CatalogFix cheaper?
- Only AI Product Feed Doctor lists a free plan. Paid plans start at $9.99/month for AI Product Feed Doctor and $13.99/month for CatalogFix. 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 Product Feed Doctor lists 1 the others don’t mention, such as Auto-updates. CatalogFix lists 4 the others don’t mention, such as Alt text, Bulk editing, Descriptions, Tags. 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; 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. 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.