MerchantFlow: Profit Analytics vs Storepilot AI

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 29, 2026 for MerchantFlow, Aug 4, 2026 for Storepilot AI.

The short answer

  • MerchantFlow lists 10 features Storepilot AI’s listing doesn’t mention, including Benchmarking, Cohort analysis, Data export.

Head to head

App Store reviews

MerchantFlow: 5
Storepilot AI: —
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Analytics
  • Analytics
Languages
  • English
  • English
Launched
May 6, 2026
Aug 4, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
1 last full month
—
Detected stores
0active installs
0active installs
Most common store size
—
—
Top countries
—
—

Momentum

New reviews each month

Review pace is the clearest public read on how fast an app is winning new merchants.

012MayJunAugOctMerchantFlow: Profit Analytics: 2 reviews in May 2026MerchantFlow: Profit Analytics: 1 reviews in June 2026MerchantFlow: Profit Analytics: 1 reviews in August 2026MerchantFlow: Profit Analytics: 1 reviews in October 2026Storepilot AI: 1 reviews in August 2026
MerchantFlowStorepilot AICompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
From $49 to $149/month
—
Plans
Starter$49/month
14-day free trial
  • · 1,000 orders/mo + 90-day history
  • · All 4 ad platforms
  • · Auto COGS sync from Shopify
  • · Claude + ChatGPT MCP - 90-day history
  • · Daily email summary+ 3PL integration
  • · Editable North Star: 8 detailed KPIs
Pro$89/month
14-day free trial
  • · 1 store + 3 team seats
  • · 5,000 orders/mo + priority support
  • · Anomaly alerts
  • · Claude + ChatGPT MCP - 12-month history
  • · Custom + scheduled reports (weekly)
  • · Everything in Starter, plus:
Plus$149/month
14-day free trial
  • · 25,000 orders/mo + unlimited history
  • · 5 stores, 10 team seats
  • · Claude + ChatGPT MCP - unlimited history
  • · Everything in Pro, plus:
  • · Flow AI assistant - 2M tokens/mo
  • · North Star: up to 16 detailed KPIs
Free
Coverage
18 of 22 features82%
12 of 22 features55%
Unique strengths
  • Benchmarking
  • Cohort analysis
  • Data export
  • GDPR compliance
  • +6 more
  • Activity tracking
  • Checkout analytics
  • Event tracking
  • Funnel analysis
Analytics
82%18/22
55%12/22
Customer behavior
67%4/6
33%2/6
Marketing and sales
75%6/8
75%6/8
Visuals and reports
100%8/8
50%4/8
1084onlybothonly
MerchantFlowStorepilot AI22 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

MerchantFlow shows Shopify operators their real profit per product and across the whole store. Connect Google, Meta, TikTok, and Snapchat ads so total ad spend pulls from each platform and blended ROAS reflects every dollar spent, including Performance Max. Manage COGS in bulk or sync from Shopify inventory costs. Reconcile against your bank balance to catch untracked expenses.

StorePilot helps Shopify merchants monitor store performance, advertising, and profitability from a single dashboard. Connect Shopify, Meta Ads, Google Ads, and Google Analytics 4 to view key metrics in one place. AI-powered insights highlight trends, identify opportunities, and provide recommendations to improve marketing performance, profitability, and business decisions.

Key points
  • Live P&L dashboard combining Shopify revenue, COGS and all ad platforms.
  • Product-level profit tracking with COGS and ad spend attribution.
  • Connect Claude, Cursor and other AI tools via MCP for live store insights.
  • Bank balance reconciliation to catch untracked expenses.
  • Unified analytics dashboard – View Shopify, Meta Ads, Google Ads, and GA4 metric
  • AI-powered insights – Receive recommendations based on store and advertising per
  • Profitability tracking – Monitor revenue, ad spend, ROAS, and profit from a sing
  • Marketing performance analysis – Compare campaigns and identify optimization opp
Screenshots
Every SKU scored on revenue, margin, and ad efficiency.
Sync Shopify, GA4, Google Ads, Meta, TikTok, and more.Company valuation tool showing $278K enterprise value estimate.Sync costs from Shopify and watch margins update live.
Executive dashboard with AI decision, projected profit impact
StorePilot AI dashboard showing sales, advertising, profitabilitStorePilot AI dashboard showing sales, advertising, profitabilit

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

MeasureMerchantFlowStorepilot AI
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

MeasureMerchantFlowStorepilot AI
App Store rating5.0 ★Not published
App Store reviews5Not published
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureMerchantFlowStorepilot AI
Free planNot listedNot listed
Lowest paid monthly plan$49/monthNo monthly plan listed
Longest free trial14 daysNot listed
Plans listed3Not published

Listing

MeasureMerchantFlowStorepilot AI
Shopify category rank#239(ahead)in Analytics#494in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedMay 6, 2026Aug 4, 2026
Languages1English1English
DeveloperMerchantFlowMassageKraft Ltd

FAQ

MerchantFlow and Storepilot AI: common questions

What features does each app list that the other doesn’t?
MerchantFlow lists 10 the others don’t mention, such as Benchmarking, Cohort analysis, Data export, GDPR compliance. Storepilot AI lists 4 the others don’t mention, such as Activity tracking, Checkout analytics, Event tracking, Funnel 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 29, 2026 for MerchantFlow, Aug 4, 2026 for Storepilot AI; 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 29, 2026 for MerchantFlow, Aug 4, 2026 for Storepilot AI. 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.