AgentNest ‑ ChatGPT Ad Catalog 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 AgentNest lists a free plan. Paid plans start at $19/month for AgentNest and $35/month for CatalogLens AI.
- AgentNest lists 4 features CatalogLens AI’s listing doesn’t mention, including AI insights, Analytics dashboard, Custom dashboards.
Head to head
Free
- · Catalog readiness score
- · Product-level issue reports
- · Unlimited catalog scans
- · View catalog findings
Starter
- · 1-click fixes for all eligible issues
- · 100 successful automated fixes/month
- · Product-level recommendations
- · Unlimited catalog scans
Growth
- · 1,000 successful automated fixes/month
- · Fix history and progress tracking
- · Revenue-priority catalog insights
- · Unlimited catalog scans
Scale
- · 5,000 successful automated fixes/month
- · Advanced revenue-priority insights
- · Bulk catalog fixes
- · Unlimited catalog scans and fix history
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 featureAgentNest scans your Shopify product catalog for data gaps that can affect ChatGPT Ads and AI shopping readiness. Review your AI Readiness score, identify product-level issues, and see which products need attention. Apply eligible 1-click fixes for product status, categories, descriptions, and image alt text. For issues that require merchant input, AgentNest provides clear guidance on what to update and where.
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.
- Scan your catalog for product data gaps affecting AI shopping readiness
- Apply 1-click fixes for categories, descriptions, status, and image alt text
- Review product-level issues with clear guidance for manual corrections
- Prioritize catalog improvements using recent product revenue data
- 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 |  AgentNest |  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 | AgentNest | 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 | AgentNest | CatalogLens AI |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $19/month(ahead) | $35/month |
| Longest free trial | Not listed | 3 days |
| Plans listed | 4 | 3 |
Listing
| Measure | AgentNest | CatalogLens AI |
|---|---|---|
| Shopify category rank | #1025 | #58 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Aug 6, 2026 | Jul 24, 2026 |
| Languages | 1 | 1 |
| Developer | Ecommerce Storez | CatalogLens AI |
FAQ
AgentNest and CatalogLens AI: common questions
- Is AgentNest or CatalogLens AI cheaper?
- Only AgentNest lists a free plan. Paid plans start at $19/month for AgentNest 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?
- AgentNest lists 4 the others don’t mention, such as AI insights, Analytics dashboard, Custom dashboards, Descriptions. 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.