Find a pain people already pay to solve
We read 1,451,072 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.
Categories
Document scanners
In the document scanner niche, winning isn't decided by capture quality: among the top apps it's good enough everywhere.
52 apps · 23,488 reviews
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.
53 apps · 13,374 reviews
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.
31 apps · 5,654 reviews
142 observations · 8 ideas
Translator apps
The mobile translator market is split into two layers with no bridge between them.
38 apps · 13,895 reviews
334 observations · 8 ideas
Calendar & tasks
A planner sells one promise: 'you will forget nothing.' That promise rests on two primitives: a task gets captured in one tap, and the reminder fires at the right moment.
100 apps · 44,363 reviews
507 observations · 10 ideas
Habit tracker
The entire habit tracker niche rests on one act: a person did something and marked it in a second.
98 apps · 31,299 reviews
445 observations · 10 ideas
Workout & fitness apps
The workout app market splits into two non-overlapping camps: gym loggers and video libraries with trainers.
91 apps · 35,074 reviews
260 observations · 8 ideas
AI assistants
In the AI assistant and chatbot niche, trust has become scarcer than quality.
58 apps · 23,652 reviews
338 observations · 8 ideas
Budget app
People aren't looking for a financial autopilot.
99 apps · 32,561 reviews
418 observations · 10 ideas
AI writing assistant apps
The AI writing assistant niche is flooded with GPT wrappers riding a storefront star that diverges from review texts: 36 of 87 apps are flagged as inflated or questionable, with real scores falling to 5-28 against storefront 4.6-4.8.
91 apps · 21,356 reviews
195 observations · 8 ideas
Baby tracking apps
The newborn tracker market is occupied but not closed: the leaders by real score, Mango Baby (84), Nara (78), and PiyoLog (74), hold their spots precisely because each solves one specific task better than everyone else instead of trying to be everything at once.
61 apps · 17,784 reviews
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.
50 apps · 18,463 reviews
336 observations · 8 ideas
Plant care & identifier apps
The plant care app market is split into two segments that never overlap, and nobody has bridged them honestly yet.
64 apps · 14,107 reviews
239 observations · 8 ideas
Photo editor
In photo editors, the winner is whoever quits the feature race and takes on one job the user is already ready to pay to have solved.
100 apps · 45,035 reviews
619 observations · 10 ideas
Travel planning apps
The travel planning market is broken into narrow functional layers, and each layer is won by exactly one tool.
90 apps · 25,175 reviews
380 observations · 8 ideas
Sleep tracking & sounds apps
The niche splits into two camps: sound machines and sleep trackers.
94 apps · 31,731 reviews
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.
54 apps · 12,659 reviews
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.
26 apps · 4,338 reviews
166 observations · 8 ideas
Period tracker
A cycle tracker sells not a feature but trust in two things: that the forecast is honest and the data is safe.
75 apps · 26,014 reviews
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.
29 apps · 6,607 reviews
181 observations · 8 ideas
Video streaming apps
In video streaming the winners aren't the ones with the widest catalog but the ones whose basic viewing scenario works most reliably.
95 apps · 32,412 reviews
348 observations · 8 ideas
Wallpapers & widgets
The iPhone wallpaper and widget market is enormous on traffic and nearly empty on quality.
79 apps · 23,271 reviews
226 observations · 8 ideas
Password managers
The password manager market has failed its users in one key place: switching phones.
95 apps · 22,182 reviews
1265 observations · 8 ideas
Crypto & investing apps
In crypto and investing, the winners are not the apps with more coins or more exchanges but the ones that reliably keep a single promise all the way through.
93 apps · 28,164 reviews
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.
10 apps · 2,088 reviews
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.
99 apps · 24,153 reviews
711 observations · 8 ideas
Study flashcards
In the flashcards and spaced repetition niche, not one of the 32 apps has a realScore above 80.
34 apps · 11,059 reviews
274 observations · 8 ideas
Notes
A note is a promise to yourself: a thought you entrusted to an app should be there tomorrow, in a year, and after you switch phones.
91 apps · 27,811 reviews
483 observations · 10 ideas
Focus & productivity timer apps
The focus timer market is populated by apps that either do one thing well and break on the details, or try to do everything and lose the point.
75 apps · 18,140 reviews
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.
51 apps · 12,593 reviews
238 observations · 8 ideas
Journaling & mood apps
The journaling and mood tracking niche is crowded, yet most apps solve only half the job: they either help capture the emotion or store the text, but never show what sits behind it.
95 apps · 29,993 reviews
239 observations · 8 ideas
Meditation
In meditation apps the winner is not the one with the most content but the one who builds a relationship of trust between the user and a specific voice.
100 apps · 40,024 reviews
554 observations · 9 ideas
Weather apps
The weather app market looks saturated but is actually open to a new player: the download leaders either inflate their ratings or have technically degraded.
92 apps · 24,792 reviews
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.
26 apps · 6,720 reviews
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.
33 apps · 6,387 reviews
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.
82 apps · 24,364 reviews
825 observations · 8 ideas
Recipe & meal-planning apps
The recipes and meal planning niche is formally overcrowded but actually wide open: the leaders captured it with content, not mechanics.
79 apps · 23,131 reviews
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 a storefront star that diverges from review texts, the people's rating tops out at 65 with Wave AI, and nobody else climbs above 62.
30 apps · 12,545 reviews
228 observations · 8 ideas
Wardrobe & outfits
A digital closet solves one problem: a person stands in front of a full wardrobe with no idea what to wear.
46 apps · 9,748 reviews
151 observations · 8 ideas
Calorie & nutrition trackers
In calorie tracking, the winners are not the ones offering more features but the ones who preserve trust in the data through daily use.
95 apps · 29,852 reviews
389 observations · 8 ideas
Car maintenance
The market has split into two clusters.
56 apps · 13,395 reviews
89 observations · 8 ideas
AI photo
The only product question in this niche is whether the result looks like me or not.
100 apps · 38,959 reviews
463 observations · 8 ideas
Music streaming apps
In streaming, the winners are not the ones with the widest catalog but the ones who solve a specific scenario better than everyone else.
95 apps · 25,893 reviews
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.
54 apps · 12,689 reviews
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.
66 apps · 19,462 reviews
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.
88 apps · 37,298 reviews
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.
43 apps · 9,918 reviews
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.
27 apps · 8,107 reviews
101 observations · 8 ideas
Step counter
The pedometer market is three different demands, and each breaks in its own way.
66 apps · 21,637 reviews
411 observations · 8 ideas
Shopping & ecommerce apps
The online shopping market is being pulled apart between two poles.
95 apps · 36,016 reviews
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.
27 apps · 6,560 reviews
188 observations · 8 ideas
Pregnancy
The word 'tracker' hides three different jobs, and people mix them up.
46 apps · 13,182 reviews
182 observations · 8 ideas
Dating
In dating, the winner is not whoever has more features or more users but whoever guarantees a live human on the other end of the screen.
100 apps · 46,072 reviews
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.
61 apps · 17,982 reviews
219 observations · 8 ideas
Language learning
This market sells the feeling of progress, not progress itself.
100 apps · 39,649 reviews
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.
40 apps · 9,662 reviews
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.
35 apps · 11,299 reviews
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.
28 apps · 7,490 reviews
106 observations · 8 ideas
Messaging apps
The messenger market was carved up long ago, but the real scores show the leaders are genuinely weak exactly where the audience assumes they are strong.
96 apps · 29,571 reviews
334 observations · 8 ideas
Stock investing
Everyone breaks in the same place: when money is on the line.
73 apps · 29,265 reviews
266 observations · 8 ideas
AI Species Identifier (Plant/Bug/Animal)
newThis category lives on a single gesture.
48 apps · 17,155 reviews
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.
19 apps · 3,962 reviews
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.
61 apps · 18,442 reviews
217 observations · 8 ideas
Driving test prep
The app shows a high score, the person feels ready, and the exam asks different questions.
44 apps · 9,790 reviews
300 observations · 8 ideas
Stargazing
The niche rests on one simple job, the reason people install these apps at all.
53 apps · 15,866 reviews
212 observations · 8 ideas
Fishing
The fishing app market splits into three jobs people pay for very differently.
41 apps · 11,152 reviews
105 observations · 8 ideas
Teleprompter and captions
The niche only looks uniform.
41 apps · 9,895 reviews
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.
56 apps · 11,591 reviews
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.
26 apps · 8,565 reviews
139 observations · 8 ideas
Ride-hailing apps
The taxi and rides niche splits into three layers, and in each the real score tells a different story.
90 apps · 20,379 reviews
403 observations · 8 ideas
Food delivery apps
Food delivery is a niche with a paradoxical gap between brand loyalty and the quality of the digital channel.
94 apps · 34,111 reviews
364 observations · 8 ideas