Return Insights AI

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

Snapshot

5.00(1 reviews)#461of 1,289 inAnalytics

Ongoing.AI tracks Return Insights AI daily — category rank, keyword positions in App Store search, install footprint, listing changes, and reviewer sentiment — back to when we first observed the listing.

Rating

5.00

1 reviews

Pricing

From $19/mo

freemium

Built for Shopify

No

Years live

0

launched May 7, 2026

Last updated

Jul 3, 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

+0

28-day Δ

+0

Rating change

7-day Δ

+0.00

28-day Δ

+0.00

2.001.501.000.500.005.003.752.501.250.00May 28Jun 6Jun 15Jun 24Jul 3Total reviewsRating (0–5)
Return Insights AI added 0 reviews over the last 28 days.

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

#461

of 1289 active apps

Review count percentile

58th

vs category siblings

Rating percentile

75th

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 days+11shopify_lastmod: 2026-05-14 → 2026-06-30shopify_lastmod: 2026-06-30 → 2026-07-02shopify_lastmod: 2026-07-02 → 2026-07-03Jun 13, 26Jun 23, 26Jul 4, 26

Shopify Lastmod · Jul 4

2026-07-02 → 2026-07-03

Shopify Lastmod · Jul 3

2026-06-30 → 2026-07-02

Shopify Lastmod · Jul 1

2026-05-14 → 2026-06-30

PricingIdentity & listingCadence

Reviews

What merchants are saying

5.00(1 reviews)
  • 100%positive1
  • 0%neutral0
  • 0%negative0

Top themes

    What merchants praise

    Return Insights AI turns returns into action. It spots patterns, highlights key issues, and gives AI summaries to reduce returns fast. Simple, clear, and saves time.
    Love Token US · 5 · 2026-07-02

    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

    Capabilities

    What Return Insights AI can do.

    The 8 capabilities Return Insights AI lists across each of its 2 categories, in Shopify’s own taxonomy. Pulled directly from the App Store listing.

    Analytics

    Customer behavior

    2
    • Segmentation
    • Cohort analysis

    Marketing and sales

    2
    • AI insights
    • Profit insights

    Visuals and reports

    3
    • Analytics dashboard
    • Custom dashboards
    • Custom reports

    Returns and exchanges

    Return management

    1
    • Analytics

    FAQ

    Return Insights AI — frequently asked questions.

    What is Return Insights AI on Shopify?
    Return Insights AI is a Shopify app in the Analytics category. 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. It averages 5.00 out of 5 across 1 merchant reviews on the Shopify App Store.
    How much does Return Insights AI cost?
    Return Insights AI offers a free plan and a single paid plan at $19/month. The free plan includes Analyze up to 50 returns/month, Basic return insights, Trend tracking dashboard, and Limited AI recommendations. The paid plan unlocks advanced features like additional integrations, automations, and deeper customization.
    Is Return Insights AI free?
    Yes — Return Insights AI offers a free plan alongside paid options. The free plan includes Analyze up to 50 returns/month, Basic return insights, and Trend tracking dashboard. Paid plans start at $19/month for advanced features.
    When was Return Insights AI launched?
    Return Insights AI launched on May 7, 2026. In that time it has gathered 1 merchant reviews.
    Is Return Insights AI Built for Shopify?
    Return Insights AI does not currently carry Shopify's Built for Shopify badge. The badge is awarded to apps that meet Shopify's published standards for performance, ease of use, and merchant value — many high-quality apps operate without it.
    What are the best Return Insights AI alternatives?
    Merchants commonly compare Return Insights AI with EU Withdrawal Button & Form, Data Export IO, Report Pundit, and Microsoft Clarity. Each alternative covers a similar use case but differs on pricing model, integration depth, and the specific themes merchants praise in reviews — see the alternatives section above for a side-by-side.

    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 .

    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 ↗