Find a pain people already pay to solve
We read 1,404,410 App Store and Google Play reviews and found what people are missing and already pay for. Pick a niche, open the breakdown and take a ready, demand-backed idea, scored for a solo founder.
Document scanners
In the document scanner niche, winning isn't decided by capture quality: among the top apps it's good enough everywhere.
270 observations · 8 ideas
Intermittent fasting
The fasting tracker market is technically simple, but trust is systemically broken: 23 of 47 apps show rating inflation, the real ceiling in the top 47 is 74 points (Intermittent Fasting Tracker:), and not one app has crossed 80.
355 observations · 8 ideas
QR & barcode scanners
iOS built a QR scanner into the camera long ago, so a third-party app has exactly one path to survival: do what the camera can't, and do it honestly.
142 observations · 8 ideas
Translator apps
The mobile translator market is split into two layers with no bridge between them.
334 observations · 8 ideas
Calendar & tasks
100 apps: where the reminder arrives on time and nothing is lost, and where it stays silent.
507 observations · 10 ideas
Habit tracker
100 apps: where a check-in is instant and the reminder arrives, and where the streak shames you into quitting.
445 observations · 10 ideas
Workout & fitness apps
91 apps: where the workout log is fast and progression counts, and where it's gamed and history is lost.
260 observations · 8 ideas
AI assistants
In the AI assistant and chatbot niche, trust has become scarcer than quality.
338 observations · 8 ideas
Budget app
100 apps: where you really see and control spending, and where the sync keeps breaking.
418 observations · 10 ideas
AI writing assistant apps
87 apps: where AI really helps you write, and where it's a thin ChatGPT wrapper with gamed reviews (36 of 87 inflated).
195 observations · 8 ideas
Baby tracking apps
61 apps: where the feeding and sleep log taps one-handed at 3am and syncs with your partner, and where data is lost.
281 observations · 8 ideas
Running trackers
The run tracker market is honest: the people's rating ceiling is 78 (None to Run), inflation is nearly absent, and the gap between the store rating and the text review average is minimal among the leaders.
336 observations · 8 ideas
Plant care & identifier apps
58 apps: where watering is reminded smartly and the diagnosis is honest, and where it's gamed and the advice is generic.
239 observations · 8 ideas
Photo editor
100 apps: where the tools really work, and where they wreck photos and the ads lie.
619 observations · 10 ideas
Travel planning apps
90 apps: where the itinerary and bookings hold and work offline abroad, and where it's gamed and glitches.
380 observations · 8 ideas
Sleep tracking & sounds apps
94 apps: where sleep tracking is accurate and the sounds lull you, and where the alarm lies and ads pour in.
352 observations · 8 ideas
Blood pressure
The money here belongs to the person whose doctor told them to measure blood pressure at home and bring the numbers to the appointment.
131 observations · 8 ideas
Resume builders
The resume builder niche is crowded, but products that actually work are nearly absent: the rating ceiling is 60 out of 100, and 10 of 24 apps are inflated.
166 observations · 8 ideas
Period tracker
Cycle trackers: where the forecast is accurate and data is safe, and where it lies and sells your privacy.
408 observations · 10 ideas
Sobriety & quitting
The sobriety and habit-quitting category is technically simple but psychologically distinct: people come back to the tool not for features but for support.
181 observations · 8 ideas
Video streaming apps
95 apps: where the catalog, player and sync are honest, and where it's gamed and geo-blocked.
348 observations · 8 ideas
Wallpapers & widgets
The iPhone wallpaper and widget market is enormous on traffic and nearly empty on quality.
226 observations · 8 ideas
Password managers
The password manager market has failed its users in one key place: switching phones.
1265 observations · 8 ideas
Crypto & investing apps
93 apps: where the wallet and exchange are honest and reliable, and where it's gamed and funds get frozen.
386 observations · 8 ideas
Mind mapping
The mind mapping niche is small: XMind leads with a real score of 72, followed by SimpleMind Pro (70) and its free version (68), and nobody climbs above 80.
141 observations · 8 ideas
AI image generation
AI image generation is the most polluted niche in the catalog: 43 of 61 apps are inflated, and the real text-review scores for most sit below 3.0.
711 observations · 8 ideas
Study flashcards
In the flashcards and spaced repetition niche, not one of the 32 apps has a realScore above 80.
274 observations · 8 ideas
Notes
Notes apps: where a thought is written instantly and never lost, and where it lags.
483 observations · 10 ideas
Focus & productivity timer apps
72 apps: where the timer runs in the background and blocking holds, and where it's a gimmick and gamed.
228 observations · 8 ideas
AI Homework & Math Solver
newThe niche lives around one gesture, point the camera at a problem in your notebook and get an answer.
238 observations · 8 ideas
Journaling & mood apps
95 apps: where writing is easy and the mood trend is visible, and where the streak pushes and privacy leaks.
239 observations · 8 ideas
Meditation
100 apps: where it truly calms with a warm voice, and where it's hollow.
554 observations · 9 ideas
Weather apps
92 apps: where the forecast comes true and the alert arrives on time, and where the radar lies and ads pour in.
345 observations · 8 ideas
Invoice makers
In small business invoicing, the winner is whoever shortens the gap between finished work and money in the account.
215 observations · 8 ideas
Water & hydration
The water tracker niche solves one job: remind a person to drink a glass of water at the right moment.
224 observations · 8 ideas
White Noise & Sleep Soundscapes
newPeople install these apps for one job that never makes it into the description: you turn on a sound in the evening and it holds you all night long, steadily and with no surprises.
825 observations · 8 ideas
Recipe & meal-planning apps
77 apps: where a recipe saves from the web and the shopping list builds itself, and where the collection gets lost.
347 observations · 8 ideas
Voice recorders
The voice recorder and transcription niche on iOS is oversaturated, but only a handful of apps can actually be trusted: 15 of 28 have inflated ratings, the people's rating tops out at 65 with Wave AI, and nobody else climbs above 62.
228 observations · 8 ideas
Astrology
100 apps by real reviews: an honest score and a check on whose star is gamed.
330 observations · 9 ideas
Wardrobe & outfits
A digital closet solves one problem: a person stands in front of a full wardrobe with no idea what to wear.
151 observations · 8 ideas
Calorie & nutrition trackers
95 apps: where calorie counting is honest and easy, and where the database lies and lags.
389 observations · 8 ideas
Car maintenance
The market has split into two clusters.
89 observations · 8 ideas
AI photo
100 apps: where the result really looks like you, and where it's gamed and the ads lie.
463 observations · 8 ideas
Music streaming apps
94 apps: where the catalog, sound and playlists are honest and easy, and where it's gamed and music goes missing.
271 observations · 8 ideas
Meal planning & grocery
Meal planners all run on one scheme: a recipe from the internet lands in the library, from the library it goes into the weekly menu, and the menu turns into a consolidated shopping list with one tap.
160 observations · 8 ideas
Yoga
newPeople come to yoga apps not for "content" but to practice at home on their own time, without a studio and without anyone watching.
204 observations · 8 ideas
Faith, Prayer & Bible
newThe niche looks like a single genre, read the Bible on your phone, but the reviews show it splits into several different jobs that people confuse with each other and then get angry about.
1070 observations · 8 ideas
AI Companion & Roleplay Chat
newThe AI companion market rests on one job: to be someone who remembers you and stays themselves day after day.
150 observations · 8 ideas
Weight tracker
Four different asks hide behind the word 'weight', and the leaders try to cover all four with one app and fail at the seams.
101 observations · 8 ideas
Step counter
The pedometer market is three different demands, and each breaks in its own way.
411 observations · 8 ideas
Shopping & ecommerce apps
95 apps: where the item arrives as pictured and returns work, and where it's counterfeit and delivery is faked.
426 observations · 8 ideas
Pet care
The niche of client-facing vet apps (myVCA, PetDesk, Thrive, Digitail, Otto, PetPage) solves booking an appointment but doesn't hold the user between visits: medical history is cut off at two years, vaccine certificate export is unavailable, family sync is broken, and medication reminders silently stop firing after updates.
188 observations · 8 ideas
Pregnancy
The word 'tracker' hides three different jobs, and people mix them up.
182 observations · 8 ideas
Dating
100 apps: where the real people are, and where the bots and gamed stars are.
369 observations · 8 ideas
Guitar Tuner & Learning
newThe guitar app market rests on one thing a person checks in the first thirty seconds: does the phone hear the string.
219 observations · 8 ideas
Language learning
100 apps: where they really get you talking, and where it's just streaks and a game.
422 observations · 10 ideas
Tarot & Oracle Card Reading
newThe "Tarot and divination" niche actually splits into four different jobs, and apps break exactly where they try to serve all of them at once.
137 observations · 8 ideas
Couples
The couples-app niche splits not by price and not by feature count, but by the specific job a couple hires the product to do every day.
189 observations · 8 ideas
AI Photo Restore & Unblur
newPeople come here not to «improve a photo» but to bring back someone who is no longer with them.
106 observations · 8 ideas
Messaging apps
94 apps: where messages and calls arrive reliably and privately, and where it's gamed and texts vanish.
334 observations · 8 ideas
Stock investing
Everyone breaks in the same place: when money is on the line.
266 observations · 8 ideas
AI Species Identifier (Plant/Bug/Animal)
newThis category lives on a single gesture.
156 observations · 8 ideas
Cosmetic Ingredient Scanner
newThe niche looks like a single genre, point your camera at the ingredient list and get a verdict, but it actually splits into three different jobs, and apps that try to cover all of them at once break on every one.
87 observations · 8 ideas
Interior design
The interior design and floor planning market rests on one simple thing: people want to see their actual space in a new look or on a plan before spending money on a renovation and furniture.
217 observations · 8 ideas
Driving test prep
The app shows a high score, the person feels ready, and the exam asks different questions.
300 observations · 8 ideas
Stargazing
The niche rests on one simple job, the reason people install these apps at all.
212 observations · 8 ideas
Fishing
The fishing app market splits into three jobs people pay for very differently.
105 observations · 8 ideas
Teleprompter and captions
The niche only looks uniform.
105 observations · 8 ideas
Cycling
The cycling app market rests not on the map or the pretty picture but on trust in the numbers and in the route.
200 observations · 8 ideas
Hiking trails
The hiking-app market is built around one job people hire an app to do out in the woods with no signal: keep me from getting lost.
139 observations · 8 ideas
Ride-hailing apps
87 apps: where the car arrives on time and drivers are paid fairly, and where it's gamed and the ride falls through.
403 observations · 8 ideas
Food delivery apps
94 apps: where the order arrives right and on time, and where it's gamed and support is broken.
364 observations · 8 ideas