On Belay vs So What Labs

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 $999/month for On Belay and $136/month for So What Labs.
  • On Belay lists 7 features So What Labs’s listing doesn’t mention, including Broken links, Loyalty analysis, Page views.

Head to head

App Store reviews

On Belay: —
So What Labs: 1
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Analytics
  • Analytics
Languages
  • English
  • English
Launched
May 26, 2026
Mar 3, 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 $999 to $1,299/month
From $136 to $400/month
Plans
On Belay Scale$999/month
7-day free trial
  • · 100+ integrations - connect your stack.
  • · AI Visibility & Content writing
  • · AI operating system for teams up to 10
  • · Access to all agents & Claude MCP
  • · Full BI Dashboard
  • · Multi-agentic workflows in Fieldsets
On Belay Managed$1,299/month
  • · 100+ integrations - connect your stack.
  • · AI Visibility & Content writing
  • · AI operating system for teams 10+
  • · Access to all agents & Claude MCP
  • · Full BI Dashboard
  • · Fully managed implementation
Strategy Engine$136/month
7-day free trial
  • · 25+ analytics modules included
  • · 30-day inventory demand forecasting
  • · AI chatbot for instant insights
  • · AI-powered growth recommendations
  • · Automated weekly BI reports
  • · Churn risk scoring & RFM segments
Growth Engine$400/month
7-day free trial
  • · AI-powered SEO Engine
  • · Ai - powered Meta ads Optimizer
  • · Ai-powered Google Ads Optimizer
  • · Google Analytics Strategy engine
Coverage
28 of 32 features88%
25 of 32 features78%
Unique strengths
  • Broken links
  • Loyalty analysis
  • Page views
  • Real-time tracking
  • +3 more
  • GDPR compliance
  • Historical analysis
  • Notifications
  • Report scheduling
Analytics
88%28/32
78%25/32
Customer behavior
100%12/12
42%5/12
Marketing and sales
100%10/10
100%10/10
Visuals and reports
60%6/10
100%10/10
7214onlybothonly
On BelaySo What Labs32 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

On Belay is a full AI operating system for Shopify merchants. Connect your entire stack to build effective AI workflows through a governed permission and governance layer. Once installed, you control exactly which humans and AI agents can access your products, orders, customers, and inventory — and what actions they can take.

AI-powered Shopify growth engine for brands that want smarter ecommerce decisions. Analyse store performance, customers, products, orders, retention, and marketing data to uncover revenue opportunities and optimisation strategies. Generate actionable AI recommendations across merchandising, marketing, retention, and growth.

Key points
  • Set permissions for AI tools — control which data employees can read and write.
  • All AI actions on your store are logged and go through your approval rules.
  • Manage AI access to products, orders, customers, and inventory in one place.
  • Google Analytics Recommendation Engine
  • Google Ads Optimizer
  • Meta Ads Optimiser
  • SEO Strategy Engine
Screenshots
Activate Agents using your store data. Write product, meta, FAQ.
Connect to On Belay directly from Shopify.Set up groups and permissions, connect Claude.Connect and monitor On Belay directly from Shopify
So_What_Labs_feature
So_What_Labs_Google_AdsSo_What_Labs_Meta_AdsSo_What_Labs_Google_Analytics

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

MeasureOn BelaySo What Labs
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

MeasureOn BelaySo What Labs
App Store ratingNot published5.0 ★
App Store reviewsNot published1
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureOn BelaySo What Labs
Free planNot listedNot listed
Lowest paid monthly plan$999/month$136/month(ahead)
Longest free trial7 days7 days
Plans listed22

Listing

MeasureOn BelaySo What Labs
Shopify category rank#833(ahead)in Analytics#957in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedMay 26, 2026Mar 3, 2026
Languages1English1English
DeveloperJunto SystemsSo What Labs

FAQ

On Belay and So What Labs: common questions

Is On Belay or So What Labs cheaper?
Paid plans start at $999/month for On Belay and $136/month for So What Labs. 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?
On Belay lists 7 the others don’t mention, such as Broken links, Loyalty analysis, Page views, Real-time tracking. So What Labs lists 4 the others don’t mention, such as GDPR compliance, Historical analysis, Notifications, Report scheduling. 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.