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Ai Insights Shopify Apps – Reviews & Rating Trends

(Updated October 2026) Compare reviews and ratings for ai insights 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 ai insights apps.

Microsoft Clarity: AI Insights currently leads on 95.0% market share, followed by Propel Replay, Survey, Heatmap at 2.2%. A concentrated field — one app holds most of the tracked installs.

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Ai Insights Shopify Apps — Full Reviews Table

All tracked ai insights 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 betweenSep 22andToday
AppReviewsRating
Microsoft Clarity: AI Insights2,4061794.6
Report Pundit: Custom Reports2,066235.0
CWILL(Trustoo) Product Reviews1,585234.9
BUCKS Currency Converter PRO++1,298594.9
MLV Auto Currency Switcher987–4.8
Propel Replay, Survey, Heatmap719304.9
Mipler ‑ Advanced Reports657204.9
MIDA Replay, Heatmap & Insight609294.9
Lifetimely Profit Analytics566284.9
Zigpoll Customer Surveys55765.0

Showing 1-10 out of 86

Key Insights:

  • Microsoft Clarity: AI Insights leads ai insights apps with 2,406 total reviews — 340 more than Report Pundit: Custom Reports (2,066).
  • Top 3 apps (Microsoft Clarity: AI Insights, Report Pundit: Custom Reports, CWILL(Trustoo) Product Reviews) hold 52.9% of all reviews across the top 10 tracked ai insights apps.
  • Microsoft Clarity: AI Insights is gaining reviews fastest this month (+179) — strong recent install momentum.
  • 9 of 10 top-reviewed ai insights apps gained new reviews this period; 0 saw no net additions.
See more insights

Ai Insights Shopify Apps — Cumulative Review Trend

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

Date Range
From
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To
Countries
App Selector
Time Granularity
Charts Data
Monthly cumulative review count for the top 5 ai insights Shopify apps over the latest 6 months.
AppMay 2026Jun 2026Jul 2026Aug 2026Sep 2026Oct 2026
Microsoft Clarity: AI InsightsMicrosoft Clarity: AI Insights1,3722431,5972251,8432462,0752322,2721972,406134
Report Pundit: Custom ReportsReport Pundit: Custom Reports1,917331,953361,983302,020372,046262,06620
CWILL(Trustoo) Product ReviewsCWILL(Trustoo) Product Reviews1,445391,496511,531351,547161,567201,58518
BUCKS Currency Converter PRO++BUCKS Currency Converter PRO++1,026801,105791,158531,202441,267651,29831
MLV Auto Currency SwitcherMLV Auto Currency Switcher9811983298639871987–987–

Key Insights:

  • Microsoft Clarity: AI Insights's cumulative reviews grew from 1 to 2,406 over the charted period — 2,405 new reviews accumulated.
  • Microsoft Clarity: AI Insights's 2,406 cumulative reviews sit 2.4× above MLV Auto Currency Switcher's 987 at the bottom of the plotted ai insights set — a wide spread between long-running leaders and newer entrants.
  • Microsoft Clarity: AI Insights's cumulative review lead compounds over time — an established review base acts as a trust signal for merchants comparing apps, and continued adoption keeps the review count climbing, a flywheel newcomers struggle to interrupt.
See more insights

Fastest to 1,000 Reviews — Ai Insights Shopify Apps

Race-style view of how the top 5 ai insights 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 ai insights Shopify apps — months since launch to reach 1,000 reviews and current cumulative review count.
AppMonths to Reach 1,000 ReviewsCurrent Review Count
Microsoft Clarity: AI InsightsMicrosoft Clarity: AI Insights102,358
CWILL(Trustoo) Product ReviewsCWILL(Trustoo) Product Reviews421,580
Report Pundit: Custom ReportsReport Pundit: Custom Reports512,058
BUCKS Currency Converter PRO++BUCKS Currency Converter PRO++671,292
MLV Auto Currency SwitcherMLV Auto Currency SwitcherNot yet reached988

Key Insights:

  • Microsoft Clarity: AI Insights reached 1,000 reviews fastest — in 10 months since launch.
  • CWILL(Trustoo) Product Reviews crossed 1,000 reviews in 42 months — 32 months behind Microsoft Clarity: AI Insights.
  • MLV Auto Currency Switcher is still building toward 1,000 reviews — currently at 988 cumulative.
See more insights
Data issue or feedback? Reach out to us at [email protected].

Most-Reviewed Ai Insights Shopify Apps

Microsoft Clarity: AI Insights leads ai insights Shopify apps with 2,406 cumulative reviews and a 4.6★ average rating. Report Pundit: Custom Reports (2,066 reviews) and CWILL(Trustoo) Product Reviews (1,585 reviews) round out the top 3. Combined, the top 3 apps hold 52.9% of all reviews across the top tier — a tight oligopoly where the leader's review flywheel is hard to break. Notable mover: Microsoft Clarity: AI Insights added the most new reviews this month (+179) — a strong recent install signal.

Microsoft Clarity: AI Insights's 2,406-review base reflects long-running merchant adoption in ai insights — a tenure signal for merchants who weight track record alongside current fit. Report Pundit: Custom Reports (2,066 reviews) and the rest of the top tier carry meaningful adoption too, and feature scope, support, and current trajectory often matter more than raw review totals when choosing between established options.

Ai Insights Shopify Apps — Long-Term Review Trends

Microsoft Clarity: AI Insights accumulated 2,405 new reviews from Jul 2025 to Oct 2026, growing from 1 to 2,406 cumulative reviews — a steep addition rate for ai insights apps. Across the top 5 plotted ai insights 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.

Microsoft Clarity: AI Insights's lead in cumulative reviews compounds in concentrated ai insights categories: more reviews lift App Store rank, which drives more installs, which add more reviews — newcomers face a steep curve to catch up to the 2,406 cumulative base.

Review Growth Velocity in Ai Insights — Which Apps Grew Fastest

Microsoft Clarity: AI Insights reached 1,000 reviews in 10 months since launch — the fastest ramp among the top 5 ai insights apps tracked here. CWILL(Trustoo) Product Reviews in 42 months, Report Pundit: Custom Reports in 51 months, and BUCKS Currency Converter PRO++ took 67 months to cross the same milestone, a 57-month spread between the fastest and slowest in the set.

1 app on this chart hasn't yet crossed 1,000 reviews: MLV Auto Currency Switcher at 988 cumulative reviews. MLV Auto Currency Switcher is closest to the milestone — its current count puts it roughly 99% of the way to 1,000.

The 57-month gap between Microsoft Clarity: AI Insights's and BUCKS Currency Converter PRO++'s time-to-1,000 highlights how unevenly product-market fit landed across this ai insights set — the leader found its merchant audience early, while late-rampers took multiple years to reach the same review depth. For merchants comparing these apps today, slower-ramping apps may have closed the functionality gap but still operate on smaller review bases.

Top 5 Apps in Ai Insights

  1. Microsoft Clarity: AI Insights — Has accumulated 2,406 reviews for ai insights at a 4.6★ average.
  2. SEA Post Purchase Survey Quiz — Has accumulated 187 reviews for ai insights at a 4.9★ average.
  3. Fairing Post Purchase Surveys — Has accumulated 196 reviews for ai insights at a 5.0★ average.
  4. ReplayPRO: Replays & Heatmaps — Has accumulated 17 reviews for ai insights at a 4.7★ average.
  5. Propel Replay, Survey, Heatmap — Has accumulated 719 reviews for ai insights at a 4.9★ average.

Ai Insights Shopify Apps — Frequently Asked Questions

1. Which ai insights app has the most reviews on Shopify?

Microsoft Clarity: AI Insights has the most reviews among ai insights Shopify apps with 2,406 total reviews, ahead of Report Pundit: Custom Reports at 2,066. Sort the table by Reviews (High to Low) to see the full ranked list.

2. How are reviews used to measure ai insights 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 ai insights 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 ai insights app is gaining reviews fastest on Shopify?

Microsoft Clarity: AI Insights is gaining the most new reviews this month among ai insights apps, adding 179 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.

4. Which ai insights app reached 1,000 reviews fastest on Shopify?

Microsoft Clarity: AI Insights hit 1,000 reviews in 10 months since launch — the fastest review ramp among tracked ai insights Shopify apps. Use the "Fastest to 1,000 Reviews" chart above to compare against other apps or change the milestone (5,000, 10,000, etc.).

5. What is the average rating for top ai insights Shopify apps?

The top 5 ai insights apps average 4.9★ across 8,276 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.

6. How often are review counts for ai insights 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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