Apps with few reviews but high revenue: how to spot them

As of 7 October 2026, below 500 ratings, an app's rating count does not predict its revenue: 12% of the apps small publishers released in 2026 with 20 to 49 ratings make more than $50,000 a month, compared with 11% of those with 100 to 499 ratings, according to Victoire's estimates. Rating counts only start to mean something past 500. But an app that earns a lot on very few ratings (a "silent earner") is not automatically a hidden gem worth copying: of the 30 apps that clear $50,000 a month with fewer than 100 ratings, two have already vanished from the App Store, and half have App Store reviews complaining about surprise charges, misleading ads or scams. This article shows how to tell them apart. Here, "ratings" means the rating count shown on App Store listings, with or without a written review, summed across countries unless a country is named, and revenue means estimated monthly gross revenue, before Apple's commission.

Key figures

Based on Victoire's estimates of gross revenue for September 2026 (worldwide, rounded), for non-game apps released since 1 January 2026, by publishers with five apps or fewer, with at least 20 ratings and at least $5,000 of estimated revenue:

• Below 500 ratings, the share of apps above $50,000 a month barely moves: 12% at 20 to 49 ratings, 12% at 50 to 99, 11% at 100 to 499. It only rises to 26% past 500 ratings, and passes half (56%) past 2,000. Rating counts separate winners from the rest only once an app sits on tens of thousands of phones. Before that, you have to look at something else.

• Of the 228 apps in this group that make more than $50,000 a month, 66 have fewer than 500 ratings and 30 have fewer than 100. Those 30 apps are the subject of this article. They have little in common: pay-per-episode short dramas, Chinese games, security subscriptions, apps from established brands, and a handful of niche tools.

• Two of the 30, Safety Guard and Hazze, could not be found on the App Store on 7 October 2026, in the US or in France, with no public explanation. Safety Guard was still estimated at around $90,000 a month in September. An app that earns fast on few ratings can disappear just as fast, and its revenue with it.

• Among apps in the group with a download estimate, the median is $1 of revenue per monthly download, and 90% stay under $5. High revenue on fewer than 5,000 downloads implies an abnormal revenue per download, from $10 to more than $60: that is the case for 14 of the 30 apps. Before you trust a number like that, find the explanation on the listing.

• The copyable niches on the list have open keywords: "syllabus planner" scores 6 out of 100 for difficulty in the US, "sermon notes" 26. The niches that live on paid ads cannot be won through search: "short drama" scores 91, "phone cleaner" 68, "family locator" 62. A score under 30 with apps at a few dozen ratings on top means a well-made listing can rank; above 60, it stays invisible without ads.

Does an app's rating count predict its revenue?

No, not below a few hundred ratings. The table splits the group's 987 apps by total ratings worldwide:

Two things follow. First, dropping apps with fewer than 500 ratings misses 29% of this year's apps above $50,000 a month (66 of 228), and keeping only apps with more than 2,000 ratings misses more than half. Second, the reverse also holds: an app with 26 ratings and an estimated $300,000, like Myrelle, is not automatically a hidden success. The rest of the article explains how to tell the two cases apart. We saw the same pattern with Cal AI copycats in our guide to copying an app that works, where apps with thousands of ratings make less than $5,000 a month.

Why do some apps make a lot of money with few ratings?

Five mechanisms explain the gap, and they often stack:

• Apple caps the rating prompt. The system prompt that asks for a rating can appear only three times in a 365-day period for the same user, and the app decides when to show it. An app that shows it late, or not at all, collects few ratings even with plenty of users. At the other extreme, Prayer Lock showed it twice before the app had done anything, as a public teardown of its onboarding pointed out (covered in our copycat guide): a rating count measures a product decision first. When you read a niche, compare apps released around the same time that ask for ratings the same way, not apps from different generations.

• Each payer pays a lot. An app selling a $100-a-month subscription, like the AI sports picks app GameScript, needs only 2,000 subscribers to reach $200,000 a month. Those subscribers leave no more ratings than anyone else, and by definition there are few of them. The same maths applies to the $99.99 coin packs of short-drama apps or the multi-hundred-yuan top-ups of Chinese role-playing games: a few very big spenders ("whales", in industry jargon) make the revenue, and they are too few to make the ratings. Read a listing's price list before you judge its rating count.

• Users arrive from somewhere else. A brand with an existing audience, a creator with hundreds of thousands of followers, a startup with web customers: their users install the app to pay for something they already know, not to discover it. Gene Keys, the app of a personal-development system that claims more than 100,000 users, sells a $129.99-a-year subscription and has only 35 US ratings. The app serves demand that existed before it. You cannot copy this case without the audience that comes with it.

• Paid ads bring the users, and the users leave fast. Short-drama apps, phone cleaners and family-locator apps buy their installs with ads, show the offer at launch and bill weekly. Users who pay and then cancel do not stay long enough to see the rating prompt, and the ones who do rate are often the ones who feel misled. The result: few ratings, a low score, and revenue carried by renewals in the first weeks.

• The app is too new. An app released in August that sells in September has not had time to collect ratings. Vessel, a sermon-notes app released on 13 August 2026, has 45 ratings and an estimated $50,000 of revenue as early as September. Its rating count will catch up, or it won't: that is where tracking over time beats a snapshot.

Who are the 30 apps making over $50,000 a month with fewer than 100 ratings?

We checked each of the 30 apps on its App Store listing, on Google Play and in public reviews. They fall into six families:

Why do short-drama apps earn so much with so few ratings?

Five apps on the list stream vertical series in one-to-three-minute episodes, all published by Chinese or Hong Kong companies. Myrelle and Cinerra are each estimated at around $300,000 a month, with fewer than 5,000 downloads and ratings of 1.6 and 1.4 out of 5. Myrelle's listing sells coin packs from $9.99 to $59.99 and a "Weekly VIP" at $99.99; one review describes a $9 first week followed by a $99 weekly charge. The industry's model runs on paid ads that bring in viewers hooked by a free first episode, then on selling the next episodes. For an indie developer the model is out of reach: you need to produce or license series and buy traffic at scale, and the "short drama" keyword is dominated by DramaBox (870,867 US ratings), ReelShort and PineDrama, TikTok's own short-drama app. An estimate of $300,000 on fewer than 5,000 downloads, more than $60 per download, needs checking before anyone relies on it.

Why do Chinese games show up under Entertainment?

Seven apps on the list are Chinese games filed under Entertainment rather than Games, rated almost entirely on the Chinese App Store: six "传奇" (Legend) role-playing games and one remote-controlled coin-pusher arcade, rated 18+ by Apple for simulated gambling. 龙城军团 (Lóngchéng Jūntuán), released on 25 August 2026, is estimated at around $200,000 a month with 24 ratings. Their model relies on yuan top-ups and on livestreams where a streamer plays a boosted version; reviews often complain that "the game on the stream is not the one you download". They teach nothing to an app maker outside China, but they flag a reading trap: before you decide a category is "open", check that the apps in it really belong to that category.

Should you launch a cleaner, security or location app?

Four apps sell protection: a threat blocker, a storage cleaner, family location sharing. They bill by the week ($19.99 a week for Locaro and for TT Cleaner's most expensive plan). Locaro's reviews, at 1.9 out of 5, say its ad promised you could track someone "without them knowing", while the app actually requires both sides to agree; TT Cleaner's description presents an app called "Sonic Clean", a name that does not match the listing. Safety Guard, estimated at around $90,000 a month in September, was no longer on the App Store on 7 October. These niches pay, but they are well defended: "phone cleaner" scores 68 out of 100, with a median of 70,156 ratings in the top 10, and Apple's rules require a subscription to say clearly what it charges and what it delivers: a model that depends on ambiguity lives under the threat of removal.

What about coin apps with no visible audience?

Six apps sell coins or credits (up to $199.99 a pack at VidGlow, an AI video generator) with no community or press coverage to be found behind them, and mostly no solid Android version (HPRO Miner, a simulated "cloud mining" app, is the exception with more than 50,000 Google Play installs). Their reviews are either very generic ("Great app", "Best social app") or complaints about credits paid for and never delivered. One of the six, Hazze, pitched as a social network for gamers, has disappeared from the App Store; another, 暖心纪, is described in its own reviews as having switched from a dating app to a planner, and those same reviews ask for refunds on coins already bought. These are the least reliable estimates on the list: high revenue on an app with no visible users can come from a few large purchases or from a flaw in the estimate, and nothing on the listing settles it. None of these models is worth copying.

Why do brand and creator apps have so few ratings?

Five apps earn a lot with few ratings because they serve an audience that existed before the app:

• Gene Keys (around $80,000 a month) is the official app of a personal-development system created by author Richard Rudd, which claims more than 100,000 users in more than 100 countries. The subscription costs $14.99 a month or $129.99 a year, and the app has only 35 US ratings. Its users knew the method before downloading: the app did not have to convince them, only to charge them. The revenue is credible, but it belongs to the brand, not the product.

• GameScript (around $200,000 a month) sells AI-powered sports betting picks at $100 a month, $419.99 for six months or $600 a year. A specialist review gives it 3.4 out of 5, and the app is updated regularly (latest version on 5 October 2026). At those prices, 2,000 subscribers cover the estimate: a textbook case of a high price making up for a small number of payers. An audience like this is found through sports content creators more than through App Store search.

• Runable (around $70,000 a month on iPhone) is a general-purpose AI agent from a Bengaluru startup that raised $21 million in August 2026 and says it hit a $2 million annualised revenue run rate three weeks after launching payments. The iPhone app is just one more entry point for customers who came from the web. The estimate is consistent with what the company reports. It is not an indie model: it is a venture-backed company.

• play_music_theory (around $90,000 a month) is a visual instrument that turns drawings into sound, created by artist Tala Rae Schlossberg. The app costs $1.99, plus a $4.99 purchase for the full instrument, with no subscription. At roughly 40,000 estimated downloads, the revenue comes straight from the purchase price. It shows that a paid app with no subscription can still earn when its creator has an audience that passes it around.

• YoungPhoto (an estimated $80,000) is a guided camera app from a Korean photography creator who claims 400,000 followers. The app is paid (₩3,300) with no in-app purchases: at about 10,000 downloads, plausible revenue is closer to $20,000–25,000 than $80,000. The model (a creator turning their advice into a tool) is sound; the number is overstated, which is why redoing the price-times-downloads maths matters.

Which niche tools earn a lot with few ratings?

Three apps solve one precise problem for one precise audience, with no brand behind them:

• Due Gooder (around $70,000 a month, 20,000 estimated downloads) turns a US student's syllabus PDF into a semester calendar, with reminders and AI-generated study material. It sells a Pro plan at $8.99 a month or $49.99 a year, plus a separate AI tier. It is rated 3.2 out of 5 and does not appear in the top 10 for "syllabus planner": its users do not find it through the App Store. Meanwhile My Study Life, with 6,231 US ratings, is estimated under $5,000 a month. Revenue goes to the app that charges, not the one with the ratings.

• Vessel (around $50,000 a month, 40,000 estimated downloads) turns a recorded sermon or a YouTube video into structured notes, for $59.99–69.99 a year or $14.99 a week. Its Cyprus-based publisher also makes Duomo, a prayer app: Vessel comes from a publisher that already knows this audience. The niche leader, Bible Note, is estimated at around $300,000 a month with 24,175 ratings, while Sermon Scribe, with 1,525 ratings, sits at around $9,000. The niche pays, and the keyword is still within reach.

• Translator - Live AI Translate (around $60,000 a month) translates voice and photos, with subscriptions from $7.99 a week. Its publisher is a Hong Kong company with no other app and no public footprint we could find. The revenue is plausible for 40,000 downloads, but translation is dominated by Google Translate, Microsoft Translator and DeepL: "translator" scores 79 out of 100 in the US, with a median of 68,926 ratings in the top 10. Without a very specialised angle (medical or legal vocabulary, a rare language), a new translation app has no room in search.

How can you tell whether an app's revenue estimate is reliable?

A revenue estimate for an app with few ratings rests on few signals: it can be right, far too high or far too low. Five checks take ten minutes and weed out most false positives:

1. Divide revenue by downloads. Among apps in our group with a download estimate, the median is $1 per monthly download, and 90% stay under $5. Above $10, you need an explanation visible on the listing: a very expensive subscription (GameScript), $99.99 coin packs, an audience won in advance (Gene Keys). Without one, treat the number as suspect. Myrelle, at more than $60 per download, is the example.

2. Read the listing's price list. The App Store's "In-App Purchases" section lists every offer and its price. An app with no in-app purchases, like YoungPhoto, cannot earn more than its price times its downloads; an app showing ten variants of a weekly subscription lives on auto-renewals. It is the fastest and most telling check.

3. Read the one-star reviews. Negative reviews tell you how the money is taken: "$9 the first week, then $99", "paid credits never arrived", "the ad promised something else". Revenue built on those complaints can stop overnight, through an Apple removal or a wave of refunds. Two of the 30 apps on the list are already gone.

4. Look for the app elsewhere. A Google Play version with thousands of installs, a website, press coverage, a creator talking about it: every outside trace makes the estimate more credible. An app you cannot find anywhere but the App Store, published by a company set up the month of release, is not necessarily fraudulent, but there is no way to check its revenue.

5. Track the app for three months. An estimate covers one month. An app that holds the same level for three months running, keeps shipping updates and sees its ratings climb slowly is a far stronger signal than a one-off spike. Come back to its listing every month: the estimated revenue history builds up month by month.

Which niches with few ratings can you actually copy?

The ones where revenue comes from a precise problem and the keyword is open. The contrast is stark when you measure the difficulty of the searches behind each family:

On "syllabus planner", the top result has two ratings, and eight of the top ten apps have fewer than 60. The keyword is open, and the niche's best earner, Due Gooder, is not even in the top ten: the first spot is up for grabs for an app that does the job as well. On "sermon notes", Bible Note leads with 24,175 ratings, but the other nine apps in the top ten have fewer than 1,600. In French, "notes de sermon" scores 12 out of 100, with a median of zero ratings in the top ten: no French-language app has traction there yet, but none proves demand either.

What these niches share: an audience defined by a recurring activity (a semester, a Sunday service), a document it already handles (a syllabus, a sermon), and a tedious step that AI removes (copying dates, taking notes while listening). Look for that triplet in other trades: a document people receive every week and process by hand.

How do you validate demand before building?

An open keyword does not prove people will pay; it only tells you nobody holds the spot yet. Three signals count as proof:

• An app already earns in the same language. For sermon notes, Bible Note makes around $300,000 a month in English: demand is proven there, and the question is no longer "will it sell?" but "how do I beat Vessel or Sermon Scribe?". In French, no sermon-notes app has traction: demand is unproven, and a French version is a bet, not a copy. Start in the market where someone is already getting paid, and translate later.

• The audience gathers somewhere. US students talk about their semesters on TikTok and Reddit; churchgoers meet every Sunday and in church groups. If you do not know where to find your first hundred users outside the App Store, an open keyword will not be enough: search brings a steady but slow flow, especially at the start. Write down three specific places before you write a line of code.

• A waitlist converts. A page showing the app, its price and a sign-up button, pushed by a few videos in those communities, tells you within two weeks whether the problem resonates. Fewer than a few dozen sign-ups for a few thousand views is a signal to stop, or at least to change your angle. It costs less than three months of development.

After launch, give it three months before you judge: that is how long it takes for the listing to rank on its keyword, for the first trials to convert and for the revenue estimate to settle. If after three months the app is still under a few hundred dollars a month despite a well-ranked listing, the niche does not pay enough: change your angle rather than push harder.

How to find these apps yourself in 5 steps

1. Open the revenue ranking with the right filters. The revenue page filtered to worldwide, small publishers, under 1,000 ratings, released in the past year and sorted by revenue per rating surfaces exactly this kind of app. Switch the category to stay in your field; empty categories are hidden.

2. Drop the families you cannot copy. Short dramas, games filed elsewhere, cleaners, location apps, coin apps with no visible audience: remove them straight away. What remains is usually a handful of niche tools and audience-driven apps.

3. Check the estimate. Revenue divided by downloads, price list, one-star reviews, presence outside the App Store: the five checks from the previous section. Keep only the apps whose revenue is explained by what the listing shows.

4. Measure the keyword. On the keywords page, type the search the app's audience would use, in your country. A score under 30 with apps at a few dozen ratings on top means a good listing can rank quickly.

5. Compare with better-rated competitors. If the app with 46 ratings earns more than the one with 6,000, find out why: price, paywall, onboarding, distribution. That difference is what you copy, not the idea. Our guide to copying an app that works covers what comes next, from picking the angle to working out the cost per subscriber.

FAQ

How many ratings does an app need to be profitable?

There is no threshold. Among apps small publishers released in 2026 that make at least $5,000 a month, 12% of those with 20 to 49 ratings make more than $50,000 a month, compared with 11% of those with 100 to 499, according to Victoire's September 2026 estimates. Rating counts depend mostly on when the app asks for a rating, and Apple caps that prompt at three times a year per user.

Why does an app have few ratings but high revenue?

For one or more of these reasons: it rarely asks for a rating, it charges a lot to a few payers, its users come from a brand or creator they already followed, it buys users with ads and loses them fast, or it is too new. It can also be a wrong estimate, especially when revenue exceeds $10 per download with no visible explanation on the listing.

How much does an app make per download?

Among apps small publishers released in 2026 that make at least $5,000 a month, the median is about $1 of gross revenue per monthly download, and 90% stay under $5, according to Victoire's September 2026 estimates. An app with an expensive subscription or coin packs can exceed $10 per download; above that, without a visible explanation on the listing, the estimate needs checking.

How many subscribers do you need to make $10,000 a month?

Divide the target by the monthly price of the subscription. On a $49.99 annual plan, about $4.17 a month, you need about 2,400 active subscribers for $10,000 of gross monthly revenue, and about 2,800 for $10,000 after the 15% commission of Apple's Small Business Program. At $100 a month, like GameScript, 100 subscribers make $10,000 gross. That is why expensive apps have few ratings: they have few customers.

Is an app with few ratings and high revenue a scam?

Not necessarily, but it deserves a check. Of the 30 apps above $50,000 a month with fewer than 100 ratings, half have App Store reviews that mention surprise charges, misleading ads or scams, and two have disappeared from the App Store. The rest are apps from known brands, paid apps carried by a creator, or niche tools with a clear subscription. The price list and the one-star reviews usually settle it.

Are app revenue estimates accurate?

They are orders of magnitude, not measurements: Apple does not publish app revenue. They are more reliable for apps with many downloads and several months of history. For a new app with few ratings, always cross-check the estimate against its price list, its reviews, its Google Play presence and its revenue per download.

What is a short-drama app and how much does it make?

It is an app of vertical series in one-to-three-minute episodes, where the first episodes are free and the rest are paid for with coins or a weekly subscription, up to $99.99 a week on some listings. Leaders like DramaBox and ReelShort have hundreds of thousands of ratings; newer apps such as Myrelle and Cinerra are estimated at around $300,000 a month with about twenty ratings and scores under 2 out of 5. The model requires filmed content and a large ad budget.

Can you rely on revenue per rating to pick a niche?

Only as a first filter. Revenue per rating surfaces apps that monetise heavily for their size, but also apps with aggressive billing and doubtful estimates. Keep the apps whose revenue is explained by the listing and whose keyword is lightly contested, then check that they hold up over several months.

Why do high-earning apps disappear from the App Store?

Apple can remove an app that breaks its rules, for example a subscription that does not clearly state what it charges or an app that does not do what its ads promise, and a publisher can also pull its own app. Two of the 30 apps above $50,000 a month with fewer than 100 ratings, Safety Guard and Hazze, could not be found on 7 October 2026, with no public explanation.