---
title: "ReviewLens: AI Review Analysis Shopify App Profile"
description: "You collect reviews, but nobody has time to read hundreds of them, so the signal sits buried: the same sizing complaint, repeated across reviews you will never scroll. ReviewLens reads the product reviews already in your store and does the analysis for you. It groups feedback into themes, scores sentiment per theme, and builds a ranked \"Fix This Week\" list, each issue backed by verbatim customer quotes. It also spotlights your top problem SKUs. A companion to Judge.me, Yotpo, Okendo, and Loox."
canonical_url: "https://shoplist.co/shopify-apps/reviewlens"
markdown_url: "https://shoplist.co/shopify-apps/reviewlens.md"
last_updated: "2026-10-11"
entity_type: "shopify_app"
slug: "reviewlens"
source: "public Shopify app profile allowlist"
---

# ReviewLens: AI Review Analysis Shopify App Profile

> You collect reviews, but nobody has time to read hundreds of them, so the signal sits buried: the same sizing complaint, repeated across reviews you will never scroll. ReviewLens reads the product reviews already in your store and does the analysis for you. It groups feedback into themes, scores sentiment per theme, and builds a ranked "Fix This Week" list, each issue backed by verbatim customer quotes. It also spotlights your top problem SKUs. A companion to Judge.me, Yotpo, Okendo, and Loox.

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

## Key facts
- Name: ReviewLens: AI Review Analysis
- Monitoring status: First-adopter watch
- Developer: CGN Media Group LLC
- Developer profile: https://shoplist.co/app-developers/cgn-media-group-llc
- Shopify App Store URL: https://apps.shopify.com/reviewlens
- Website: https://orbitloft.com
- Launch date: June 29, 2026
- Shoplist category: Product Reviews & UGC
- Free trial signal: Yes

## Pricing summary
Starter: 19; Growth: 49; Scale: 99

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.


## Public callouts
- Your reviews synthesized: themes and sentiment across all of them at once
- A ranked Fix-This-Week list with cited customer quotes for each issue
- Problem-SKU spotlight: see exactly which products drive the complaints
## Shopify App Store categories
- Product reviews

## Data note
Profile updated: October 11, 2026. This is the profile revision date, not a guarantee that every store was checked on that date.
Public snapshot built: 2026-10-11 21:35:09.186148\+00
Detection metrics refreshed: 2026-10-13 05:10:00.090022\+00
Public app evidence date: 2026-10-11 01:23:10.644557\+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/reviewlens)
- [Shopify apps directory](https://shoplist.co/shopify-apps)
- [Shoplist data methodology](https://shoplist.co/data-methodology.md)