---
title: "Return Insights AI Shopify App Profile"
description: "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."
canonical_url: "https://shoplist.co/shopify-apps/return-insights-ai"
markdown_url: "https://shoplist.co/shopify-apps/return-insights-ai.md"
last_updated: "2026-10-13"
entity_type: "shopify_app"
slug: "return-insights-ai"
source: "public Shopify app profile allowlist"
---

# Return Insights AI Shopify App Profile

> 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.

## Quick answer
Return Insights AI has 0 detected stores in Shoplist. This Markdown profile displays 0 public brand examples; it is not a complete customer list.

## Key facts
- Name: Return Insights AI
- Monitoring status: Storefront detection limited
- Developer: Orchis Green Private Limited
- Developer profile: https://shoplist.co/app-developers/orchis-green-private-limited
- Shopify App Store URL: https://apps.shopify.com/ai-return-analyzer
- Launch date: May 7, 2026
- Shoplist category: Marketing Automation
- Free plan signal: Yes
- Free trial signal: Yes

## Pricing summary
Free Plan: Free; Pro Plan: $19/month

Shoplist has not yet found reliable public storefront evidence connecting a Shopify store to this app. This does not mean the app has no users. Some apps are new, admin-only, server-side, theme-independent, or otherwise difficult to detect from public storefront signals.


## App Signals
As of November 6, 2026:

- Stores running it: 0, 0.0% of the stores Shoplist tracks
- Store movement, last 28 days: +0 new stores, +0 returning, −0 removed, net 0 (estimated)
- Primary App Store category: Analytics, #925 (14-day median position)
- Listing reviews: 0

## Public callouts
- 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
## Shopify App Store categories
- Analytics
- Returns and exchanges

## Data note
Profile updated: October 13, 2026. This is the profile revision date, not a guarantee that every store was checked on that date.
Public snapshot built: 2026-11-07 05:03:29.871573\+00
Detection metrics refreshed: 2026-11-06 10:00:00.435134\+00
Public app evidence date: 2026-10-13 13:55:20.366355\+00
This generated Markdown profile intentionally exposes only public, stable app-profile fields and a small public app-stack sample from Shoplist. It excludes private contact data, people data, internal scores, crawl provenance, full datasets, and unstable operational fields.

## Related links
- [HTML app profile](https://shoplist.co/shopify-apps/return-insights-ai)
- [Shopify apps directory](https://shoplist.co/shopify-apps)
- [Shoplist data methodology](https://shoplist.co/data-methodology.md)