FrictionIQ vs Refiner

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 15, 2026 for FrictionIQ, Oct 14, 2026 for Refiner.

The short answer

  • Only Refiner lists a free plan.
  • FrictionIQ lists 4 features Refiner’s listing doesn’t mention, including Custom reports, Historical analysis, Notifications.

Head to head

App Store reviews

FrictionIQ: —
Refiner: 2
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Analytics
  • Analytics
Languages
  • English
  • English
Launched
Jul 17, 2026
Jun 24, 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.

011JunAugRefiner: 1 reviews in June 2026Refiner: 1 reviews in August 2026
FrictionIQRefinerCompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
—
From $0 to $149.99/month
Plans
Free
FreeFree
  • · 10 fixes per day
  • · Basic scanning
  • · Core issue visibility
  • · Email support
Growth$19.99/month
7-day free trial
  • · 50 fixes per day
  • · Daily scanning
  • · Detailed weekly email report
  • · Everything in Free
  • · One-click Fix All for routine issues
  • · Stock, SEO & conversion issue coverage
Scale$49.99/month
7-day free trial
  • · 300 fixes per day
  • · Blog writing automation
  • · Everything in Growth
  • · Pricing anomalies and AI recommendation
  • · Real-time processing and priority scans
  • · Real-time scanning
Elite$149.99/month
  • · Auto Mode
  • · Dedicated support and CSM workflow
  • · Everything in Scale
  • · Real-time scanning with priority process
  • · Up to 1,000 fixes per day
  • · Up to 2 automated blog posts per day
Coverage
6 of 6 features100%
2 of 6 features33%
Unique strengths
  • Custom reports
  • Historical analysis
  • Notifications
  • Report scheduling
—
Analytics
100%6/6
33%2/6
Marketing and sales
100%1/1
100%1/1
Visuals and reports
100%5/5
20%1/5
420onlybothonly
FrictionIQRefiner6 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

Integrations

FrictionIQNo rating yetRefiner5.0(2)
Works with also listed by another
—
—
How it sells itself

FrictionIQ automatically analyzes return reasons, refund notes, and related customer feedback. It groups recurring complaints into clear categories and shows which product, fulfillment, or customer experience issues need attention. Instead of reviewing notes manually, merchants can track changes over time and receive scheduled email reports with concise AI-generated summaries.

Refiner analyzes your Shopify store pages and catalog to find fixable problems that hurt SEO, trust, and sales. Each issue includes a clear explanation and a suggested fix you can review before anything changes. Apply fixes one at a time or in bulk from the dashboard. Optional theme app blocks handle storefront SEO and performance without editing theme code.

Key points
  • Detect recurring return and refund issues
  • Turn customer feedback into structured issue categories
  • Track trends and receive scheduled merchant reports
  • AI-powered full-store scan finds SEO, content, UX, and conversion issues.
  • Review every suggested fix with a clear explanation before applying changes.
  • Apply fixes individually or in bulk, including alt text and SEO meta updates.
  • Storefront app blocks add SEO and performance improvements without editing code.
Screenshots
Dashboard showing return issue trends and report insights
Home showing sync status, setup readiness, and pipeline actionsReports showing issue trends, themes, and report previewDashboard showing classification progress and recent feedback
Mobile app showing store issues organized by category on Refiner
Detected issues grouped by category with bulk fix actionsStore health score with issue categories and top priority fixesIssue detail with AI explanation and Review and Fix button

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

MeasureFrictionIQRefiner
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

MeasureFrictionIQRefiner
App Store ratingNot published5.0 ★
App Store reviewsNot published2
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureFrictionIQRefiner
Free planNot listedYes
Lowest paid monthly planNo monthly plan listed$19.99/month
Longest free trialNot listed7 days
Plans listedNot published4

Listing

MeasureFrictionIQRefiner
Shopify category rank#1362in Analytics#265(ahead)in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedJul 17, 2026Jun 24, 2026
Languages1English1English
DeveloperStorestead LabsGame On Interactive LLC

FAQ

FrictionIQ and Refiner: common questions

Is FrictionIQ or Refiner cheaper?
Only Refiner lists a free plan. 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?
FrictionIQ lists 4 the others don’t mention, such as Custom reports, 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 15, 2026 for FrictionIQ, Oct 14, 2026 for Refiner; 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 15, 2026 for FrictionIQ, Oct 14, 2026 for Refiner. 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.