AI SEO for Agent 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
- Paid plans start at $19/month for AI SEO for Agent and $35/month for CatalogLens AI.
- AI SEO for Agent lists 4 features CatalogLens AI’s listing doesn’t mention, including Attribute mapping, Metafields, Product sync.
Head to head
Free Scan
- · 1 AI image credit
- · 3 AI text drafts
- · Read-only catalog audit
- · Up to 50 products
Starter
- · 50 AI image credits
- · 500 AI text drafts
- · 500 product audits
- · Reviewed write-back
Growth
- · 1,500 AI text drafts
- · 1,500 product audits
- · 150 AI image credits
- · Weekly catalog workflow
Pro
- · 5,000 AI text drafts
- · 5,000 product audits
- · 500 AI image credits
- · Advanced catalog governance
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 featureCatalogClarity AI scans Shopify product data to find catalog readiness gaps such as missing media, thin descriptions, weak SEO fields, inactive products, variant issues, and policy signals. Merchants can review scores, inspect product-level issues, and generate AI repair drafts for titles, descriptions, SEO metadata, FAQs, and shopper intent phrases.
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.
- Catalog readiness scoring
- AI product repair drafts
- SEO metadata suggestions
- Before-and-after review
- 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 |  AI SEO for Agent |  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 | AI SEO for Agent | 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 | AI SEO for Agent | CatalogLens AI |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $19/month(ahead) | $35/month |
| Longest free trial | Not listed | 3 days |
| Plans listed | 4 | 3 |
Listing
| Measure | AI SEO for Agent | CatalogLens AI |
|---|---|---|
| Shopify category rank | Not enough data | #58 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jun 18, 2026 | Jul 24, 2026 |
| Languages | 1 | 1 |
| Developer | FlowIntegrity Drive | CatalogLens AI |
FAQ
AI SEO for Agent and CatalogLens AI: common questions
- Is AI SEO for Agent or CatalogLens AI cheaper?
- Paid plans start at $19/month for AI SEO for Agent 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?
- AI SEO for Agent lists 4 the others don’t mention, such as Attribute mapping, Metafields, Product sync, Store updates. CatalogLens AI lists 2 the others don’t mention, such as AI generation, 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.