Copilot Shopify Apps – Reviews & Rating Trends

(Updated November 2026) Compare reviews and ratings for copilot Shopify apps and see which apps are gaining the most install momentum. Review counts are the closest proxy to actual installs — Shopify doesn't publish install numbers — so review velocity is one of the strongest signals of merchant adoption for copilot apps.

LLMS.txt Agent: AI SEO Traffic currently leads on 41.3% market share, followed by Riiiver ‑ AB Testing Copilot at 26.0%. A top-heavy field — three apps account for 83.0% of tracked installs.

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Copilot Shopify Apps — Full Reviews Table

All tracked copilot Shopify apps ranked by total review count, with new reviews gained vs 30 days ago and average rating. Filter by country and date range; sort by reviews or review velocity.

Date Range
Countries
Order By
Reviews are as ofToday.Change is betweenOct 7andToday
AppReviewsRating
GPTLab: ChatGPT Claude AEO SEO365524.9
By The Numbers ‑ LTV Analytics82–4.9
Kedra: AI SEO & AEO Visibility50–4.9
LiveChat: AI live chat by Text49–4.5
LLMS.txt Agent: AI SEO Traffic4625.0
StoreRank Rank in ChatGPT & AI3215.0
Swap Discovery: GEO & AEO31–5.0
Help Scout19–4.4
Invoice Browse: B2B Invoicing18–4.6
Comergent AEO Agentic Commerce12–4.3

Showing 1-10 out of 46

Key Insights:

  • GPTLab: ChatGPT Claude AEO SEO leads copilot apps with 365 total reviews — 283 more than By The Numbers ‑ LTV Analytics (82).
  • Top 3 apps (GPTLab: ChatGPT Claude AEO SEO, By The Numbers ‑ LTV Analytics, Kedra: AI SEO & AEO Visibility) hold 70.6% of all reviews across the top 10 tracked copilot apps.
  • GPTLab: ChatGPT Claude AEO SEO is gaining reviews fastest this month (+52) — strong recent install momentum.
  • 3 of 10 top-reviewed copilot apps gained new reviews this period; 0 saw no net additions.
See more insights

Copilot Shopify Apps — Cumulative Review Trend

Monthly cumulative review count for the top 5 copilot Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.

Date Range
From
To
Countries
App Selector
Time Granularity
Charts Data
Monthly cumulative review count for the top 5 copilot Shopify apps over the latest 6 months.
AppJun 2026Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026
GPTLab: ChatGPT Claude AEO SEOGPTLab: ChatGPT Claude AEO SEO331067318074282102358763657
By The Numbers ‑ LTV AnalyticsBy The Numbers ‑ LTV Analytics82–82–82–82–82–82–
Kedra: AI SEO & AEO VisibilityKedra: AI SEO & AEO Visibility392443448550250–50–
LiveChat: AI live chat by TextLiveChat: AI live chat by Text48249149–49–49–49–
LLMS.txt Agent: AI SEO TrafficLLMS.txt Agent: AI SEO Traffic39540141144346246–

Key Insights:

  • GPTLab: ChatGPT Claude AEO SEO's cumulative reviews grew from 33 to 365 over the charted period — 332 new reviews accumulated.
  • GPTLab: ChatGPT Claude AEO SEO's 365 cumulative reviews sit 7.9× above LLMS.txt Agent: AI SEO Traffic's 46 at the bottom of the plotted copilot set — a wide spread between long-running leaders and newer entrants.
See more insights

Fastest to 1,000 Reviews — Copilot Shopify Apps

Race-style view of how the top 5 copilot Shopify apps reached 1,000 reviews — months since launch on the X-axis, cumulative review count on the Y-axis. Adjust the milestone or app set with the filters above.

App Selector
Reviews
Time Granularity
Charts Data
Review velocity for the top 5 copilot Shopify apps — months since launch to reach 1,000 reviews and current cumulative review count.
AppMonths to Reach 1,000 ReviewsCurrent Review Count
GPTLab: ChatGPT Claude AEO SEOGPTLab: ChatGPT Claude AEO SEONot yet reached327
By The Numbers ‑ LTV AnalyticsBy The Numbers ‑ LTV AnalyticsNot yet reached81
Kedra: AI SEO & AEO VisibilityKedra: AI SEO & AEO VisibilityNot yet reached49
LiveChat: AI live chat by TextLiveChat: AI live chat by TextNot yet reached49
LLMS.txt Agent: AI SEO TrafficLLMS.txt Agent: AI SEO TrafficNot yet reached44

Key Insights:

  • 5 of the top 5 copilot apps haven't yet crossed 1,000 reviews — GPTLab: ChatGPT Claude AEO SEO is closest at 327 cumulative.
See more insights
Data issue or feedback? Reach out to us at [email protected].

Most-Reviewed Copilot Shopify Apps

GPTLab: ChatGPT Claude AEO SEO leads copilot Shopify apps with 365 cumulative reviews and a 4.9★ average rating. By The Numbers ‑ LTV Analytics (82 reviews) and Kedra: AI SEO & AEO Visibility (50 reviews) round out the top 3. Combined, the top 3 apps hold 70.6% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: GPTLab: ChatGPT Claude AEO SEO added the most new reviews this month (+52) — a strong recent install signal.

Copilot reviews are spread broadly — GPTLab: ChatGPT Claude AEO SEO (365), By The Numbers ‑ LTV Analytics (82), and Kedra: AI SEO & AEO Visibility (50) all carry meaningful review bases. With this distribution, review velocity and rating differentiate copilot apps better than total reviews alone.

Copilot Shopify Apps — Long-Term Review Trends

GPTLab: ChatGPT Claude AEO SEO accumulated 332 new reviews from Jun 2026 to Nov 2026, growing from 33 to 365 cumulative reviews — a steep addition rate for copilot apps. Across the top 5 plotted copilot apps, the steepest ongoing slopes mark the ones still actively winning new merchants — absolute review counts matter less than recent acceleration when picking apps in a category that's still growing.

Comparing copilot apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while GPTLab: ChatGPT Claude AEO SEO's 365 cumulative base reflects long-running adoption that may or may not still be translating to new installs.

Review Growth Velocity in Copilot — Which Apps Grew Fastest

None of the top 5 copilot apps tracked here have yet crossed 1,000 reviews. GPTLab: ChatGPT Claude AEO SEO leads the set on current cumulative reviews with 327 — closest to the milestone, at roughly 33% of the way there.

With no app in this copilot set having crossed 1,000 reviews, the category is still in early adoption. GPTLab: ChatGPT Claude AEO SEO is the closest to breaking out at 327 cumulative reviews — worth tracking its per-month review velocity to see whether it's on pace to cross the milestone first.

Top 5 Apps in Copilot

  1. Chatrise: ChatGPT Copilot — Has accumulated 2 reviews for copilot at a 5.0★ average.
  2. Riiiver ‑ AB Testing Copilot — Has accumulated 6 reviews for copilot at a 5.0★ average.
  3. LLMS.txt Agent: AI SEO Traffic — Has accumulated 46 reviews for copilot at a 5.0★ average.
  4. DS‑Mate — Has accumulated 6 reviews for copilot at a 5.0★ average.
  5. Stabile: AI Shopper Rewards — Has accumulated 7 reviews for copilot at a 5.0★ average.

Copilot Shopify Apps — Frequently Asked Questions

1. Which copilot app has the most reviews on Shopify?

GPTLab: ChatGPT Claude AEO SEO has the most reviews among copilot Shopify apps with 365 total reviews, ahead of By The Numbers ‑ LTV Analytics at 82. Sort the table by Reviews (High to Low) to see the full ranked list.

2. How are reviews used to measure copilot app popularity on Shopify?

Reviews are the closest publicly available proxy for install volume on Shopify — Shopify doesn't publish install counts, so cumulative reviews and review velocity are the standard way to measure adoption. For copilot apps, this page shows total reviews, new reviews per month, and time-to-1,000 reviews so you can compare both established scale and current momentum.

3. Which copilot app is gaining reviews fastest on Shopify?

GPTLab: ChatGPT Claude AEO SEO is gaining the most new reviews this month among copilot apps, adding 52 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.

4. What is the average rating for top copilot Shopify apps?

The top 5 copilot apps average 4.8★ across 550 combined reviews — a strong overall quality benchmark. Individual ratings appear in the table above; sort by Reviews to see how rating varies across the most-installed apps.

5. Why does the most-reviewed copilot app differ from the highest-share app on Shopify?

GPTLab: ChatGPT Claude AEO SEO has accumulated the most reviews over time (365), but LLMS.txt Agent: AI SEO Traffic currently holds higher market share. Cumulative reviews reflect long-running merchant adoption, while market share is computed from recent review velocity — so a faster-ramping newer app can lead share before its cumulative reviews catch up.

6. How often are review counts for copilot apps updated on Shopify?

Review counts and rating data refresh weekly on this page. The Reviews Trend chart aggregates monthly intervals by default — switch to weekly granularity for shorter-term signals or yearly for macro trends.

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