CatalogLens AI vs CatalogNow
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 CatalogLens AI, Jun 2, 2026 for CatalogNow.
The short answer
- CatalogNow lists 13 features CatalogLens AI’s listing doesn’t mention, including Alt text, Auto-optimization, Bulk editing.
Head to head
Launch
- · 1 manual scan per day
- · 3 Markdown reports per month
- · 30-day history
- · 500 products per scan
- · Manual scans only
Growth
- · 2,500 products per scan
- · 3 manual scans per day
- · 300 AI repair briefs per month
- · 90-day history
- · Markdown and CSV reports
- · Weekly scheduled scan
Scale
- · 1,500 AI briefs and custom rules
- · 10 manual scans per day
- · 10,000 products per scan
- · 12-month history
- · Daily scheduled scan
- · Markdown, CSV, and white-label
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureCatalogLens AI scans product catalog content through read-only access and produces deterministic readiness scores for semantic discovery and AI shopping contexts. Review weak dimensions, issue evidence, and prioritized quick wins for each product. Growth and Scale merchants can request AI-generated Repair briefs that always require human review.
CatalogNow uses AI to enrich your product catalog automatically. It generates compelling product descriptions from your existing product data, creates SEO titles, meta descriptions, and focus keywords, auto-categorizes products with confidence scores, and generates relevant tags. Product images are analyzed using vision AI to extract colors, materials, and style details.
- Run read-only catalog scans with deterministic readiness scoring.
- Prioritize product issues with evidence, dimensions, and quick wins.
- Generate human-review Repair briefs and export completed scan reports.
- AI-generated product descriptions, SEO titles, meta descriptions, and keywords
- Vision AI analyzes product images to extract colors, materials, and style
- Auto-categorization with confidence scores and smart tag generation
- Content audit scores your catalog on SEO, conversion readiness, and completeness
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 |  CatalogLens AI |  CatalogNow |
|---|---|---|
| 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 | CatalogLens AI | CatalogNow |
|---|---|---|
| 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 | CatalogLens AI | CatalogNow |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $35/month | No monthly plan listed |
| Longest free trial | 3 days | Not listed |
| Plans listed | 3 | Not published |
Listing
| Measure | CatalogLens AI | CatalogNow |
|---|---|---|
| Shopify category rank | #59(ahead) | #347 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jul 24, 2026 | Apr 29, 2026 |
| Languages | 1 | 1 |
| Developer | CatalogLens AI | sumvec |
FAQ
CatalogLens AI and CatalogNow: common questions
- What features does each app list that the other doesn’t?
- CatalogNow lists 13 the others don’t mention, such as Alt text, Auto-optimization, 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 for CatalogLens AI, Jun 2, 2026 for CatalogNow; 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 CatalogLens AI, Jun 2, 2026 for CatalogNow. 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.