ShelfScore vs ShelfSight AI Visibility & AEO

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 ShelfScore, Oct 19, 2026 for ShelfSight AI Visibility & AEO.

The short answer

  • Both list a free plan. Paid plans start at $49/month for ShelfScore and $29/month for ShelfSight AI Visibility & AEO.
  • ShelfScore lists 10 features ShelfSight AI Visibility & AEO’s listing doesn’t mention, including ALT text, Audits, JSON-LD.

Head to head

Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • SEO
  • SEO
Languages
  • English
  • English
Launched
May 18, 2026
Jul 2, 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 $349/month
From $0 to $99/month
Plans
FreeFree
  • · Composite AI visibility score
  • · Full store AI readiness audit
  • · No credit card required
  • · Top 3 priority fixes
Starter$49/month
14-day free trial
  • · 14-day free trial
  • · Bot Access, Schema, Data sub-scores
  • · Full score history tracking
  • · Full store AI readiness audit
  • · Per-product audit results
  • · Priority fixes by recoverable points
Growth$149/month
14-day free trial
  • · 14-day free trial
  • · Continuous monitoring with alerts
  • · Everything in Starter
  • · Multi-store support up to 5 stores
  • · Priority queue for re-audits
  • · Schema markup depth analysis
Agency$349/month
14-day free trial
  • · 14-day free trial
  • · Bulk audit scheduling
  • · Centralized agency dashboard
  • · Client-ready exports
  • · Everything in Growth
  • · Priority email support
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
Coverage
14 of 17 features82%
7 of 17 features41%
Unique strengths
  • ALT text
  • Audits
  • JSON-LD
  • Meta tags
  • +6 more
  • AI generation
  • Analytics
  • Competitor analysis
SEO
82%14/17
41%7/17
Monitoring performance
75%6/8
63%5/8
SEO tools
89%8/9
22%2/9
1043onlybothonly
ShelfScoreShelfSight AI Visibility & AEO17 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
—
—
How it sells itself

AI shopping engines like ChatGPT, Perplexity, Google AI, and Claude now recommend products directly to buyers. If they can't read your store, they can't recommend you. ShelfScore audits the three layers AI engines use: - Bot access (OAI-SearchBot, ChatGPT-User, ClaudeBot, PerplexityBot) - Schema markup (JSON-LD against schema.org) - Product data quality (GTIN, descriptions, images, shipping, returns) One score, 0 to…

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.

Key points
  • Audit AI crawler access for GPTBot, Claude, Perplexity, and Google AI
  • Check JSON-LD schema completeness on every product in your catalog
  • Score product data quality against fields AI shopping engines need
  • Get ranked fixes ordered by recoverable points so you fix what matters
  • 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
Screenshots
JSON-LD structured data audit across 9 schema types
Product data quality audit with recoverable pointsShelfScore dashboard with composite AI visibility scoreAI crawler access audit across GPTBot Claude Perplexity Google
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

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

MeasureShelfScoreShelfSight AI Visibility & AEO
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

MeasureShelfScoreShelfSight AI Visibility & AEO
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

MeasureShelfScoreShelfSight AI Visibility & AEO
Free planYesYes
Lowest paid monthly plan$49/month$29/month(ahead)
Longest free trial14 days7 days
Plans listed44

Listing

MeasureShelfScoreShelfSight AI Visibility & AEO
Shopify category rank#1007(ahead)in SEO#1022in SEO
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedMay 18, 2026Jul 2, 2026
Languages1English1English
DeveloperShelfScoreApps at Donnini

FAQ

ShelfScore and ShelfSight AI Visibility & AEO: common questions

Is ShelfScore or ShelfSight AI Visibility & AEO cheaper?
Both list a free plan. Paid plans start at $49/month for ShelfScore and $29/month for ShelfSight AI Visibility & AEO. 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?
ShelfScore lists 10 the others don’t mention, such as ALT text, Audits, JSON-LD, Meta tags. ShelfSight AI Visibility & AEO lists 3 the others don’t mention, such as AI generation, Analytics, Competitor analysis. 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 ShelfScore, Oct 19, 2026 for ShelfSight AI Visibility & AEO; 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 ShelfScore, Oct 19, 2026 for ShelfSight AI Visibility & AEO. 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.