Analytics · refreshed Jun 12, 2026

Return Insights AI for Shopify

by Orchis Green Private Limited · Understand why returns happen and fix issues with AI-powered insights and actions.

Newly tracked by Ongoing.AI. Review history, installs, and rank trajectory will accumulate here as the substrate observes them — refreshed every 24 hours. Snapshot captured Jun 12, 2026.

Pricing

From $19/mo

freemium

Built for Shopify

No

Years live

0

launched May 7, 2026

Last updated

May 14, 2026

Shopify listing

Recent activity

Review trajectory.

Daily review count and rating drift. The blue line is cumulative review count; the dashed amber overlay is the rating on the right axis. Boring is good — sudden swings stand out against an otherwise stable curve.

New reviews

7-day Δ

28-day Δ

Rating change

7-day Δ

28-day Δ

+0.00

Catalog position

Where Return Insights AI sits in the App Store.

Rank and percentile inside the Analytics category — the competitive shape of the niche around this app.

Rank in Analytics

#924

of 1213 active apps

Review count percentile

0th

vs category siblings

Rating percentile

0th

vs category siblings

Years on App Store

0

since 2026

Listing change cadence

What Return Insights AI has changed lately.

Every pricing tweak, tagline refresh, and Shopify-side listing ping. Captured from Ongoing.AI’s per-scrape diff log — the cadence and the content of changes, in one strip.

Listing changes · last 21 daysname: set to Return Insights AItagline: set to Understand why returns happen an…description: set to Return Insights AI helps merchan…icon_url: set to https://cdn.shopify.com/app-stor…pricing_model: set to freemiumpricing_tiers: set to Free Plan (+1 more)primary_price_value: set to 19categories: set to Analytics (+1 more)launched_at: set to May 7, 2026works_with: set to noneshopify_lastmod: set to 2026-05-14May 22, 26Jun 1, 26Jun 12, 26

Shopify Lastmod · May 30

set to 2026-05-14

Works With · May 28

set to none

Launched At · May 28

set to May 7, 2026

PricingIdentity & listingCadence

Plans

Return Insights AI pricing tiers.

Free Plan

Free

  • Analyze up to 50 returns/month
  • Basic return insights
  • Trend tracking dashboard
  • Limited AI recommendations

Pro Plan

$19/month

  • Analyze up to 1,000 returns/month
  • Advanced return pattern analysis
  • Identify issues and trends automatically
  • Return reason categorization
  • Restock decision suggestions

Methodology

Where the numbers come from.

Ratings, review counts, pricing tiers, “Built for Shopify”, launch date, and category memberships come from the live Shopify App Store listing — refreshed daily by Ongoing.AI’s crawler. The review-count trajectory is the diff between today’s snapshot and snapshots from 7 and 28 days ago. Topic counts and sentiment come from the review corpus, topic-tagged with Claude. Install footprint is observed via Ongoing.AI’s tech-detection pass against actively-tracked Shopify storefronts. Catalog position is computed at snapshot time against every active app sharing the primary category. Snapshot generated Jun 12, 2026.

Find every brand running Return Insights AI.

Ongoing.AI tracks every Shopify brand’s app stack daily. Pull the full install list, filter by vertical or geography, and catch the moment merchants install — or churn off.

Prefer the source? View Return Insights AI on the Shopify App Store ↗