Return Insights AI for Shopify App Store
Return Insights AI is the #64 ranked returns and exchanges app on Shopify, with a 5.0 average rating from 1 reviews, with a free plan available, as of July 10, 2026.
Return Insights AI is a Shopify App Store app by Orchis Green Private Limited, launched May 2026. With a rating of 5.0★ from 1 reviews, it currently ranks #64 in the Returns and exchanges category.
AppRanks data: Return Insights AI ranks #64 in Returns and exchanges on Shopify App Store, placing it in the top 31% of that category.
AppRanks verdict
Generated from live marketplace data — refreshed daily
Return Insights AI is a category-leading Shopify app with a limited review volume. It is listed in the Returns and exchanges category on Shopify App Store, which AppRanks treats as the canonical taxonomy node for ranking and competitor comparison. 1 reviews put it in the early-traction tier — useful for early-stage stores willing to be on the leading edge. Early-traction review counts are sensitive to single launch periods or feature events, so a 30-day re-check before bigger commitments often resolves whether the trend is sustained. The free tier lets you trial the entry feature set without committing a payment method. AppRanks tracks rating, review count, pricing tier, and category position daily — the figures on this page reflect the most recent scrape from the canonical Shopify App Store listing.
Pros
- +High average rating (5.0★) signals consistent merchant satisfaction
- +Free tier available — no card required to evaluate
- +Published by Orchis Green Private Limited — established developer track record
Cons
- −Limited review base (1) — ratings can shift significantly with new feedback
Looking to switch from Return Insights AI?
See Return Insights AI's alternatives ranked by audit score, rating, and review velocity.
About Return Insights AI
How Return Insights AI works
Return Insights AI helps merchants understand why products are being returned and what to fix next. The app analyzes return patterns, identifies recurring issues, and highlights the most important problems affecting operations. Merchants receive clear, actionable insights to improve product pages, fulfillment accuracy, and reduce preventable returns.
Screenshots





Key features
- Analyze return patterns to identify why products are being returned
- Get clear, actionable insights to fix issues and reduce returns
- Track return trends and monitor recurring problems over time
- Prioritize key issues affecting fulfillment and operations
- View AI-generated summaries for faster decision making
Standardized capabilities
Normalized capabilities detected for this app, comparable across the marketplace.
- Advanced Analytics DashboardAccess a comprehensive analytics dashboard with advanced features and insights.
- AI-Powered InsightsLeverage AI to uncover insights and trends in your data.
- AnalyticsAccess and analyze data to gain insights into your business performance.Common
- Cohort AnalysisAnalyze user behavior over time with cohort analysis tools.
- Custom DashboardsCreate interactive dashboards tailored to your analytics needs.
- Profit InsightsAnalyze profit margins and financial performance for informed decisions.
- ReportingGenerate and view reports on various metrics and data.
- Audience SegmentationDivide your audience into targeted segments for personalized marketing.
- Actionable InsightsReceive insights that drive immediate actions to improve business performance.
Pricing plans
Free
|
Pro19/month
|
Category rankings
As of Jul 10, 2026- Returns and exchanges#64of 213Top 31%
- Analytics#234of 387Top 61%
See 90-day rank history for each category
Track daily rank changes, category shifts, and position volatility.
Competitors & alternatives
Return Insights AIdoesn't have curated competitor matchups yet. Other tracked returns and exchanges apps on Shopify:
Frequently asked questions
What is Return Insights AI?
Return Insights AI is an app for Shopify. It currently holds a 5.0-star rating from 1 merchant review, and it has been listed on the marketplace since 2026. It is listed under the Returns and exchanges category on AppRanks, where you can see its current category position, review-velocity trend, and how it compares against the top alternatives in the same space. Developed by Orchis Green Private Limited.
Is Return Insights AI free?
Return Insights AI offers a free plan that merchants can install on Shopify without entering payment details. Paid tiers Pro unlock additional features for teams that outgrow the free plan. Pricing details on this page are mirrored from the live Shopify listing and refresh on each scrape cycle.
Who uses Return Insights AI?
Return Insights AI is actively installed across Shopify stores tracked by AppRanks. Its review base is still building, which usually maps to early-stage merchants and stores piloting a new workflow. It is part of the Returns and exchanges category on Shopify.
Where does Return Insights AI rank on Shopify?
Return Insights AI currently sits at position #64 in the Returns and exchanges category on Shopify. That places it in the top 30% of 213 apps tracked in the same category. Category positions are read from the live marketplace ranking and refresh on each scrape, so the number you see here reflects the most recent crawl rather than a long-running average.