Agentic Feed by Passionfruit vs AgentNest ‑ ChatGPT Ad Catalog

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 14, 2026 for Agentic Feed by Passionfruit, Oct 13, 2026 for AgentNest.

The short answer

  • Both list a free plan. Paid plans start at $5/month for Agentic Feed by Passionfruit and $19/month for AgentNest.
  • AgentNest lists 3 features Agentic Feed by Passionfruit’s listing doesn’t mention, including AI generation, Custom dashboards, Descriptions.

Head to head

Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
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Categories
  • Analytics
  • Analytics
  • Product content
Languages
  • English
  • English
Launched
Jun 24, 2026
Aug 6, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
—
—
Detected stores
0active installs
0active installs
Most common store size
—
—
Top countries
—
—
Free options
Free planFree trial
Free planFree trial
Monthly range
From $0 to $50/month
From $0 to $99/month
Plans
FreeFree
  • · 100 AI evaluations per month
  • · Discovery, Evaluation & Transaction
  • · Full catalog agent-readiness audit
  • · Prioritized fixes for every product
Starter$5/month
  • · 750 AI evaluations per month
  • · Everything in Free
  • · For growing catalogs
  • · Unlimited audit re-runs
Growth$20/month
  • · 4,000 AI evaluations per month
  • · Everything in Free
  • · For large or active catalogs
  • · Unlimited audit re-runs
Scale$50/month
  • · 12,000 AI evaluations per month
  • · Everything in Growth
  • · For high-volume catalogs
  • · Unlimited audit re-runs
FreeFree
  • · Catalog readiness score
  • · Product-level issue reports
  • · Unlimited catalog scans
  • · View catalog findings
Starter$19/month
  • · 1-click fixes for all eligible issues
  • · 100 successful automated fixes/month
  • · Product-level recommendations
  • · Unlimited catalog scans
Growth$49/month
  • · 1,000 successful automated fixes/month
  • · Fix history and progress tracking
  • · Revenue-priority catalog insights
  • · Unlimited catalog scans
Scale$99/month
  • · 5,000 successful automated fixes/month
  • · Advanced revenue-priority insights
  • · Bulk catalog fixes
  • · Unlimited catalog scans and fix history
Coverage
2 of 5 features40%
5 of 5 features100%
Unique strengths
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  • AI generation
  • Custom dashboards
  • Descriptions
Analytics
67%2/3
100%3/3
Marketing and sales
100%1/1
100%1/1
Visuals and reports
50%1/2
100%2/2
Product content
0%0/2
100%2/2
Content creation
0%0/1
100%1/1
Content types
0%0/1
100%1/1
023onlybothonly
Agentic Feed by PassionfruitAgentNest5 features listed across both App Store listings

Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.

See every feature
Works with also listed by another
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How it sells itself

AI shopping agents like ChatGPT and Gemini are starting to find and recommend products for shoppers. If your product data isn't structured and clear, agents skip it. Agentic Feed by Passionfruit audits your whole catalog against agentic-commerce standards(ACP and UCP) and scores every product on three stages: Discovery (can an agent find it), Evaluation (will it recommend it), and Transaction (can it complete…

AgentNest 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.

Key points
  • Scores every product 0–100 for AI shopping agent readiness
  • Pinpoints weaknesses across Discovery, Evaluation, and Transaction stages
  • Gives a prioritized, highest-impact fix list for every product
  • Re-run anytime to track your scores as you improve your catalog
  • 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
Screenshots
Overall catalog readiness score with stage breakdown
Catalog scores with prioritized fixes for each productAgentFit feature graphic with rising product readiness scoresPer-product scores and prioritized fixes
AgentNest AI catalog readiness dashboard with fixes and insights
AgentNest usage and billing page showing plan and fix allowanceAgentNest issue dashboard with automatic and manual fixesAgentNest dashboard showing catalog readiness score and summary

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.

Showing only the rows where the apps differ.

Adoption

MeasureAgentic Feed by PassionfruitAgentNest
Detected storesNot publishedNot published
Net store change, 28 days0estimated0estimated
Stores added, 28 daysNot enough dataNot enough data
Big-brand shareNot enough dataNot enough data
Top store categoriesNot publishedNot published
Top store countriesNot publishedNot published

Reviews

MeasureAgentic Feed by PassionfruitAgentNest
App Store ratingNot publishedNot published
App Store reviewsNot publishedNot published
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureAgentic Feed by PassionfruitAgentNest
Free planYesYes
Lowest paid monthly plan$5/month(ahead)$19/month
Longest free trialNot listedNot listed
Plans listed44

Listing

MeasureAgentic Feed by PassionfruitAgentNest
Shopify category rank#601(ahead)in Analytics#1025in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedJun 24, 2026Aug 6, 2026
Languages1English1English
DeveloperPassionfruitEcommerce Storez

FAQ

Agentic Feed by Passionfruit and AgentNest: common questions

Is Agentic Feed by Passionfruit or AgentNest cheaper?
Both list a free plan. Paid plans start at $5/month for Agentic Feed by Passionfruit and $19/month for AgentNest. 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 3 the others don’t mention, such as AI generation, Custom dashboards, 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 14, 2026 for Agentic Feed by Passionfruit, Oct 13, 2026 for AgentNest; 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 14, 2026 for Agentic Feed by Passionfruit, Oct 13, 2026 for AgentNest. 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.