AI GLIMPSE INC · App Store rating 4.57 ·
updated 19 Sep 2026
6.8%
of all its App Store ratings are 1–2 stars Apple's full star distribution · 2,826 ratings
#7 of 14
by complaint rate in this category
1.05×
category median (6.5%)
79
one- and two-star reviews read
188
written reviews sampled used for the category breakdown only
4.57★
store rating, all-time
This app's complaint rate is slightly above the category median of 6.5%. Two different denominators, which is the whole point of this page. 4.57 stars is the average of every rating ever submitted, while 6.8% of all 2,826 ratings are 1–2 stars. Separately, we read the last 188 written reviews Apple returns for this app, so that batch is skewed toward complaints and 79 of them (42%) are 1–2 stars. That second batch is what the category breakdown below is built on, and it is never used to compute the rate above.
Where the complaints concentrate
Every one- and two-star review in the sample is assigned to one primary category.
The three largest are below. The marker on each bar is the category median for that same
complaint type — so you are comparing yourself to the field, not to zero.
Pricing / value
7 of 79 · 9%
vs category1.2× median
Value complaints are usually a packaging problem, not a price problem.
Subscription & cancellation
7 of 79 · 9%
vs category3.1× median
Cancellation friction generates the angriest writing in the dataset.
regression
5 of 79 · 6%
vs category2.4× median
Read this with care. A 188-review sample carries real error bars, and
52% of the negative reviews in this sample mapped cleanly to a known
category — the rest were too vague or too specific to classify and are excluded rather
than forced into a bucket. Treat the ranking as meaningful and small gaps as noise.
How it compares to the rest of AI companion & wellbeing
All of these are in the same category we rank against — AI companion & wellbeing. The category median is 6.5%; lower is calmer, higher is angrier. Each name links to that app's own public snapshot.
Your breakdown stays yours. We publish category-level numbers only.
The detailed analysis of your app — the specific phrases, the row-level detail, the
named competitive set — goes to you and nobody else. Your competitors do not get to
read it.
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Same method, same week — but run on your full review set, with phrase clusters,
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Or the whole category, one-time
This page is one app. The free category summary shows
what the field as a whole gets complained about. If you want the full map of
AI companion & wellbeing — every complaint bucket, split by app size, and the biggest
apps' weak spots — that's the Track Insight, $49 once, no subscription. We'll tell you
straight whether what we track is close enough to what you're building before you pay.