AgenticLens vs CatalogLens 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 AgenticLens lists a free plan. Paid plans start at $29/month for AgenticLens and $35/month for CatalogLens AI.
- AgenticLens lists 8 features CatalogLens AI’s listing doesn’t mention, including Alt text, Auto-optimization, Bulk editing.
Head to head
Free
- · 10 product scores
- · Full score breakdown per product
- · Issue reports and recommendations
Growth
- · 50 AI optimizations per month
- · 50 product scores per month
- · Field-by-field review and publish
- · Side-by-side comparison preview
- · Standard & Aggressive optimization modes
Pro
- · 1,000 AI optimizations per month
- · 1,000 product scores per month
- · Bulk catalog optimization
- · Everything in Growth
- · Priority processing
Enterprise
- · Auto-scoring on product changes
- · Daily score change email reports
- · Everything in Pro
- · Priority support
- · Unlimited AI optimizations
- · Unlimited product scores
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 featureShopify's Agentic Storefronts put your products in front of AI shopping agents, but AI agents choose which products to recommend based on your product data quality. AgenticLens analyzes your entire catalog and scores each product on how ready it is for agentic commerce.
CatalogLens 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.
- Score every product across 5 AI readiness categories with detailed issues
- AI rewrites titles, descriptions, tags, and metafields for agentic commerce
- Review each AI change individually — accept, edit, or skip before publishing
- Bulk score and optimize your entire catalog with one click
- 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.
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 |  AgenticLens |  CatalogLens 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 | AgenticLens | CatalogLens 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 | AgenticLens | CatalogLens AI |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $29/month(ahead) | $35/month |
| Longest free trial | Not listed | 3 days |
| Plans listed | 4 | 3 |
Listing
| Measure | AgenticLens | CatalogLens AI |
|---|---|---|
| Shopify category rank | #316 | #59(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 8, 2026 | Jul 24, 2026 |
| Languages | 1 | 1 |
| Developer | Phenomenal Enterprises Limited | CatalogLens AI |
FAQ
AgenticLens and CatalogLens AI: common questions
- Is AgenticLens or CatalogLens AI cheaper?
- Only AgenticLens lists a free plan. Paid plans start at $29/month for AgenticLens and $35/month for CatalogLens 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?
- AgenticLens lists 8 the others don’t mention, such as Alt text, Auto-optimization, Bulk editing, Collection SEO. CatalogLens AI lists 1 the others don’t mention, such as Variants. 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.