AI Catalog Optimizer vs QueryLift
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
- Paid plans start at $26/month for AI Catalog Optimizer and $9.99/month for QueryLift.
- QueryLift lists 10 features AI Catalog Optimizer’s listing doesn’t mention, including AI assistance, Bulk edit, Bulk editing.
Head to head
Starter
- · AI Readiness Score
- · AI suggestions
- · ChangeLog history
- · Diff preview
- · Product catalog audit
- · Single-product apply
Growth
- · Bulk suggestion workflow
- · Higher AI usage
- · Priority email support
- · Product audit dashboard
- · Query Simulator
- · Reviewed bulk apply
Scale
- · ChangeLog audit trail
- · Expanded bulk workflows
- · Highest AI usage
- · Larger catalog support
- · Priority launch support
- · Query Simulator
Starter
- · AI-powered catalog audits
- · Apply changes with undo history
- · Bulk optimize up to 10 products
- · Reviewable AI recommendations
- · Up to 500K AI tokens per month
Growth
- · Built for growing catalogs
- · Bulk optimize up to 25 products
- · Everything in Starter
- · Higher daily AI allowance
- · Up to 2M AI tokens per month
Pro
- · Built for large catalogs
- · Bulk optimize up to 100 products
- · Everything in Growth
- · Highest AI usage allowance
- · Up to 8M AI tokens per month
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAI Catalog Optimizer helps merchants review product data and prepare catalog content for AI-assisted search and discovery. It syncs Shopify products, scores content with local rules, and suggests improvements for titles, descriptions, SEO fields, tags, metafields, image alt text, and FAQs. Merchants can preview every diff before applying supported updates, and each writeback is recorded in a ChangeLog
QueryLift helps merchants improve the product data that influences how products are understood and discovered. It audits titles, descriptions, product types, tags, and category data for common catalog gaps, then generates grounded AI recommendations from existing product information. Merchants review each recommendation before applying it.
- Score products with local AI readiness rules
- Generate structured title, SEO, tag, and metafield suggestions
- Preview diffs and record every applied Shopify writeback
- Audit titles, descriptions, product types, tags, and category data.
- Generate grounded AI recommendations from existing product information.
- Review every change before applying it and keep a complete change history.
- Undo supported product updates from Change History when needed.
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 Optimizer |  QueryLift |
|---|---|---|
| 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 Optimizer | QueryLift |
|---|---|---|
| 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 Optimizer | QueryLift |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $26/month | $9.99/month(ahead) |
| Longest free trial | 3 days | 14 days |
| Plans listed | 3 | 3 |
Listing
| Measure | AI Catalog Optimizer | QueryLift |
|---|---|---|
| Shopify category rank | #53(ahead) | #511 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jul 6, 2026 | Sep 18, 2026 |
| Languages | 1 | 1 |
| Developer | Sebastian Roberts | QueryLift |
FAQ
AI Catalog Optimizer and QueryLift: common questions
- Is AI Catalog Optimizer or QueryLift cheaper?
- Paid plans start at $26/month for AI Catalog Optimizer and $9.99/month for QueryLift. 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 Optimizer lists 2 the others don’t mention, such as Auto-optimization, SEO descriptions. QueryLift lists 10 the others don’t mention, such as AI assistance, Bulk edit, Bulk editing, Descriptions. 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.