Anomaly AI vs FrictionIQ
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026 for Anomaly AI, Oct 15, 2026 for FrictionIQ.
The short answer
- Only Anomaly AI lists a free plan.
- FrictionIQ lists 3 features Anomaly AI’s listing doesn’t mention, including Historical analysis, Notifications, Report scheduling.
Head to head
Free
Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAnomaly AI imports store data into analysis-ready tables so merchants can ask questions, inspect trends, and build reports. Analyze orders, customers, products, inventory, discounts, fulfillments, refunds, transactions, and payments data in your Anomaly workspace.
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.
- Import orders, products, customers, inventory, discounts, and payouts.
- Analyze store data with AI questions, SQL tables, and reusable reports.
- Sync snapshot and date-window streams for current or historical analysis.
- Detect recurring return and refund issues
- Turn customer feedback into structured issue categories
- Track trends and receive scheduled merchant reports
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.
Adoption
| Measure |  Anomaly AI |  FrictionIQ |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Anomaly AI | FrictionIQ |
|---|---|---|
| App Store rating | Not published | Not published |
| App Store reviews | Not published | Not published |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | Anomaly AI | FrictionIQ |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $25/month | No monthly plan listed |
| Longest free trial | Not listed | Not listed |
| Plans listed | 2 | Not published |
Listing
| Measure | Anomaly AI | FrictionIQ |
|---|---|---|
| Shopify category rank | #445(ahead) | #1362 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Jul 20, 2026 | Jul 17, 2026 |
| Languages | 1 | 1 |
| Developer | Anomaly AI | Storestead Labs |
FAQ
Anomaly AI and FrictionIQ: common questions
- Is Anomaly AI or FrictionIQ cheaper?
- Only Anomaly AI 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?
- Anomaly AI lists 1 the others don’t mention, such as Custom dashboards. FrictionIQ lists 3 the others don’t mention, such as 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 for Anomaly AI, Oct 15, 2026 for FrictionIQ; 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 for Anomaly AI, Oct 15, 2026 for FrictionIQ. 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.