ShelfSight AI Visibility & AEO vs Vanto: AI Visibility & Revenue

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 19, 2026 for ShelfSight AI Visibility & AEO, Oct 24, 2026 for Vanto.

The short answer

  • Both list a free plan. Paid plans start at $29/month for ShelfSight AI Visibility & AEO and $19/month for Vanto.
  • Vanto lists 3 features ShelfSight AI Visibility & AEO’s listing doesn’t mention, including Reporting, Robots.txt, Tracking.

Head to head

Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
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Categories
  • SEO
  • SEO
Languages
  • English
  • English
Launched
Jul 2, 2026
Jul 21, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
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Detected stores
0active installs
0active installs
Most common store size
—
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Top countries
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Free options
Free planFree trial
Free planFree trial
Monthly range
From $0 to $99/month
From $0 to $19/month
Plans
FreeFree
  • · Catalog and AI crawler checks with fixes
  • · Check the prices and stock AI quotes
  • · First scan of questions from your store
  • · No card required
  • · What AI said, on each product page
Starter$29/month
7-day free trial
  • · 10 questions, weekly on 5 AI assistants
  • · 3 competitors
  • · Weekly AI action report
Growth$59/month
7-day free trial
  • · 10 competitors
  • · 25 questions, weekly on 5 AI assistants
  • · Drop alerts after ~7 weeks of scans
  • · In-app fixes after a preview
  • · Weekly AI action report
Pro$99/month
7-day free trial
  • · 25 competitors
  • · 50 questions, weekly on 5 AI assistants
  • · Everything in Growth
  • · Markets and languages, same budget
FreeFree
  • · 1 scan per month
  • · AI Readiness + llms.txt generator
  • · ChatGPT, Claude & Gemini
  • · Competitor leaderboard
  • · Up to 5 products
  • · Visibility trends
Pro$19/month
  • · 2 manual scans per month
  • · 3 prompts per product
  • · All 4 AI engines (adds Perplexity)
  • · Automated weekly scans
  • · Confirmed AI Revenue by channel
  • · Everything in Free
Coverage
7 of 10 features70%
9 of 10 features90%
Unique strengths
  • Content analysis
  • Reporting
  • Robots.txt
  • Tracking
SEO
70%7/10
90%9/10
Monitoring performance
71%5/7
86%6/7
SEO tools
67%2/3
100%3/3
163onlybothonly
ShelfSight AI Visibility & AEOVanto10 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

Shoppers now ask ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews what to buy. ShelfSight asks them your customers' buying questions and reads the answers the assistants give, not a search preview: whether you're recommended, which rivals are named, the prices and stock quoted for your products, and the sources cited. Results are counts, with unsure answers left out.

Shoppers now ask ChatGPT, Claude, Gemini, and Perplexity for product recommendations. If your store isn't named, you're invisible to that demand. Vanto checks, product by product, whether each AI assistant recommends your store, and gives a clear Yes/No plus an AI visibility score.

Key points
  • Visibility score per prompt and engine, reported as honest stability counts
  • See the exact sources AI engines cite — and whether your store is on them
  • Feed audit against AI shopping requirements with one-click preview fixes
  • Weekly action report and drop alerts under a public methodology
  • Confirmed AI Revenue: real Shopify order revenue attributed to each AI channel
  • Track orders from ChatGPT and other AI assistants — no GA, no pixels, no UTMs
  • Per-product visibility: clear Yes/No across ChatGPT, Claude, Gemini, Perplexity
  • AI description rewriter: fix weak product descriptions, preview then apply
Screenshots
Public methodology page inside the app
ShelfSight dashboard: AI visibility score and quantified actionsEvery action ends with its expected score impactAI visibility score with buyer-intent segments
AI rewrites a product description, preview before applying
Vanto AI visibility dashboardCompetitor leaderboard of brands AI recommendsAI crawler access check and llms.txt generator

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

MeasureShelfSight AI Visibility & AEOVanto
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

MeasureShelfSight AI Visibility & AEOVanto
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

MeasureShelfSight AI Visibility & AEOVanto
Free planYesYes
Lowest paid monthly plan$29/month$19/month(ahead)
Longest free trial7 daysNot listed
Plans listed42

Listing

MeasureShelfSight AI Visibility & AEOVanto
Shopify category rank#1022(ahead)in SEO#1039in SEO
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedJul 2, 2026Jul 21, 2026
Languages1English1English
DeveloperApps at DonniniThemeChum

FAQ

ShelfSight AI Visibility & AEO and Vanto: common questions

Is ShelfSight AI Visibility & AEO or Vanto cheaper?
Both list a free plan. Paid plans start at $29/month for ShelfSight AI Visibility & AEO and $19/month for Vanto. 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?
ShelfSight AI Visibility & AEO lists 1 the others don’t mention, such as Content analysis. Vanto lists 3 the others don’t mention, such as Reporting, Robots.txt, Tracking. 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 19, 2026 for ShelfSight AI Visibility & AEO, Oct 24, 2026 for Vanto; 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 19, 2026 for ShelfSight AI Visibility & AEO, Oct 24, 2026 for Vanto. 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.