CatalogLens AI vs StoreLens AI
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 StoreLens AI lists a free plan. Paid plans start at $35/month for CatalogLens AI and $29/month for StoreLens AI.
- StoreLens AI lists 7 features CatalogLens AI’s listing doesn’t mention, including Alt text, Descriptions, Images.
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
Free
- · 3 AI Store Readiness scan per month
- · 5 buyer prompt simulations per month
- · Basic AI-readable store profile preview
- · Overall store score
- · Top 20 product/content issues
- · Up to 20 products analyzed
Starter
- · 50 buyer prompt simulations per month
- · AI product copy suggestions
- · Copy suggestions manually
- · FAQ and policy gap suggestions
- · Image alt text suggestions
- · Product intent gap audit
Growth
- · 200 buyer prompt simulations per month
- · Batch Fix Center
- · Full product intent map
- · One-click apply with review confirmation
- · Rollback history for applied fixes
- · Scheduled weekly scans
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.
StoreLens AI helps Shopify merchants audit product content for AI shopping readiness. Find unclear product titles, weak descriptions, missing buyer-intent signals, missing attributes, weak image alt text, and FAQ gaps. Review suggested fixes before applying changes.
- 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.
- Get an AI Store Readiness Score for your product catalog
- Find weak product titles, descriptions, tags, and variants
- Detect missing buyer intent, material, use case, and audience signals
- Generate alt text and product copy suggestions with AI
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 |  StoreLens AI |
|---|---|---|
| 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 | StoreLens AI |
|---|---|---|
| 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 | StoreLens AI |
|---|---|---|
| Free plan | Not listed | Yes |
| Lowest paid monthly plan | $35/month | $29/month(ahead) |
| Longest free trial | 3 days | Not listed |
| Plans listed | 3 | 3 |
Listing
| Measure | CatalogLens AI | StoreLens AI |
|---|---|---|
| Shopify category rank | #59(ahead) | #264 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jul 24, 2026 | May 27, 2026 |
| Languages | 1 | 1 |
| Developer | CatalogLens AI | Bobook Limited |
FAQ
CatalogLens AI and StoreLens AI: common questions
- Is CatalogLens AI or StoreLens AI cheaper?
- Only StoreLens AI lists a free plan. Paid plans start at $35/month for CatalogLens AI and $29/month for StoreLens AI. 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?
- StoreLens AI lists 7 the others don’t mention, such as Alt text, Descriptions, Images, SEO 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.