Half the time, the assistantnames a different app
People have started asking an AI which app to install. So we asked one, 78 times, across 78 categories, and put every answer next to what the App Store returns for the same words on the same day. The two lists pick the same winner in 38 of 78 categories. In the rest, the app at the top of the store is not the app anyone gets told about.
49%
of categories where both picked the same #1
In the other 51%, the app the App Store ranks first and the app the assistant names first are different apps.
34,078
median ratings of an app the assistant names
The App Store's own top result has a median of 128,432. The assistant reaches for smaller apps.
14
category leaders never mentioned once
Number one on the App Store for their term, and absent from every answer across three runs.
56%
of the store's top five get named
Roughly half the shelf is invisible to someone who asks an assistant instead of searching.
The assistant reaches for smaller apps
This is the finding worth sitting with. Take the median number of ratings on the app the App Store ranks first in a category: 128,432. Now take the median across every app the assistant actually named: 34,078. It is naming apps roughly a quarter the size of the ones winning the store.
Store search rewards install volume and rating count, which is a wheel that turns for whoever is already big. An answer engine reads articles, forum threads and reviews, then answers from those. Being written about beats being downloaded. That is a very different game, and for once it is one a small team can win: Streaks is named ahead of the category leader for “habit tracker”, and Mela beats the store’s top recipe app.
The catch is that nobody can see their own standing. Your App Store rank is a number you can look up. Whether an assistant mentions you is invisible unless you ask it, and it will not tell you when it stops.
The sites that decide it
Every answer came with the pages the engine read to produce it. This is the actionable half of the study, because an assistant’s recommendation is downstream of its retrieval. You cannot argue with the model. You can be on the pages it reads.
| Domain | Categories | Share |
|---|---|---|
| apple.com | 70 | 90% |
| youtube.com | 58 | 74% |
| reddit.com | 46 | 59% |
| zapier.com | 20 | 26% |
| medium.com | 12 | 15% |
| appstoretracker.com | 9 | 12% |
| pcmag.com | 8 | 10% |
| thesweetsetup.com | 6 | 8% |
| habi.app | 5 | 6% |
| forbes.com | 5 | 6% |
| google.com | 5 | 6% |
| habitbox.app | 4 | 5% |
Reddit shows up in well over half of them and YouTube in three quarters. A single Reddit thread from 2023 is carrying more weight in these answers than any amount of App Store keyword work, which is an uncomfortable thing to learn if keyword work is where your week goes.
Number one, and never mentioned
These 14apps are the App Store’s top result for their term. Across 3 runs each, the assistant never said their name once.
Habit Tracker
#1 for “habit tracker”
Fleur - Budget Planner App
#1 for “budgeting app”
Spending Tracker
#1 for “expense tracker”
To Do List MinimaList & Widget
#1 for “to do list app”
Simple Calendar - SimpleCal
#1 for “calendar app”
SleepWatch - Top Sleep Tracker
#1 for “sleep tracker”
Scanner App. JPG, Photo to PDF
#1 for “document scanner”
ReciMe: Recipes & Meal Planner
#1 for “recipe manager”
Habit Tracker
#1 for “habit streak app”
Focus Friend, by Hank Green
#1 for “study timer”
Writey Cursive Handwriting
#1 for “handwriting app”
feeeed: rss reader and more
#1 for “rss reader”
Manga Reader - Best Manga Man
#1 for “manga reader”
Board Game Shelf
#1 for “board game tracker”
All 78 categories
Store column is the first organic result from the public App Store search API. Assistant column is the first app named in the answer. Recall is how many of the store’s top five got mentioned at all.
| Category | App Store #1 | Assistant #1 | Top-5 |
|---|---|---|---|
| habit tracker | Habit Tracker | Streaks | 20% |
| meal planner | Mealime Meal Plans & Recipes | Mealime | 20% |
| budgeting app | Fleur - Budget Planner App | Copilot Money | 60% |
| expense tracker | Spending Tracker | Copilot Money | 0% |
| note taking app | Goodnotes: AI Notes, Docs, PDF | Apple Notes | 60% |
| to do list app | To Do List MinimaList & Widget | Todoist | 80% |
| calendar app | Simple Calendar - SimpleCal | Fantastical | 60% |
| password manager | Passwords | 1Password | 60% |
| vpn app | VPN - Super Unlimited Proxy | NordVPN | 60% |
| photo editor | Picsart AI Photo Editor, Video | Adobe Lightroom Mobile | 40% |
| video editor | CapCut: Photo & Video Editor | CapCut | 80% |
| podcast app | Apple Podcasts | Overcast | 80% |
| ebook reader | Apple Books | Apple Books | 60% |
| language learning app | Duolingo: Language Lessons | Duolingo | 60% |
| meditation app | Insight Timer: Meditate, Sleep | Headspace | 100% |
| sleep tracker | SleepWatch - Top Sleep Tracker | Sleep Cycle | 60% |
| workout tracker | Strong Workout Tracker Gym Log | Hevy | 80% |
| running app | Strava: Run, Bike, Walk | Strava | 60% |
| calorie counter | Calorie Counter - MyNetDiary | MyFitnessPal | 60% |
| water reminder | Water Reminder - Daily Tracker | WaterMinder | 100% |
| period tracker | Flo Cycle & Period Tracker | Apple Health | 60% |
| baby tracker | Baby Tracker - Newborn Log | Huckleberry | 60% |
| plant identification app | PictureThis - Plant Identifier | PictureThis | 40% |
| birdwatching app | Merlin Bird ID by Cornell Lab | Merlin Bird ID | 80% |
| stargazing app | Sky Guide | Sky Guide | 100% |
| weather app | The Weather Channel - Radar | Apple Weather | 60% |
| flight tracker | Flightradar24 | Flight Tracker | Flighty | 60% |
| travel planner | Wanderlog - Travel Planner | Wanderlog | 60% |
| packing list app | Packing List Checklist | PackPoint | 80% |
| currency converter | My Currency Converter & Rates | XE Currency | 80% |
| receipt scanner | Fetch: America’s Rewards App | Expensify | 40% |
| document scanner | Scanner App. JPG, Photo to PDF | Adobe Scan | 40% |
| pdf editor | PDF Expert: Editor & Converter | PDF Expert | 60% |
| screen time app | Opal: Screen Time Control | Opal | 40% |
| focus timer | Focus Keeper - Pomodoro Timer | Forest | 60% |
| journaling app | Journal | Apple Journal | 60% |
| recipe manager | ReciMe: Recipes & Meal Planner | Mela | 80% |
| grocery list app | AnyList: Grocery Shopping List | AnyList | 40% |
| chess app | Chess.com - Play and Learn | Chess.com | 80% |
| guitar tuner | GuitarTuna: Tune & Play Guitar | GuitarTuna | 100% |
| white noise app | White Noise Lite | Dark Noise | 60% |
| alarm clock app | Alarmy - Loud alarm clock | Alarmy | 40% |
| habit streak app | Habit Tracker | Streaks | 0% |
| mood tracker | Daylio Journal - Mood Tracker | Daylio | 20% |
| therapy app | BetterHelp - Therapy | BetterHelp | 60% |
| adhd app | Tiimo: To-Do List Planner | Tiimo | 40% |
| kids learning app | Khan Academy Kids | Khan Academy Kids | 20% |
| flashcard app | Quizlet: More than Flashcards | AnkiMobile Flashcards | 40% |
| study timer | Focus Friend, by Hank Green | Forest | 40% |
| math solver app | Photomath | Photomath | 40% |
| handwriting app | Writey Cursive Handwriting | Goodnotes 6 | 0% |
| mind mapping app | SimpleMind - Mind Mapping | MindNode | 40% |
| whiteboard app | Whiteboard: just draw together | Apple Freeform | 80% |
| screen recorder | Record it! :: Screen Recorder | Record it | 60% |
| voice recorder app | Voice Memos | Apple Voice Memos | 60% |
| transcription app | Otter Transcribe Voice Notes | Otter.ai | 80% |
| translation app | Google Translate | Google Translate | 80% |
| dictionary app | Merriam-Webster Dictionary | Merriam-Webster Dictionary | 60% |
| news app | Apple News | Apple News | 60% |
| rss reader | feeeed: rss reader and more | NetNewsWire | 60% |
| read later app | Instapaper | Readwise Reader | 60% |
| comic reader | Panels - Comic Reader | Panels | 20% |
| manga reader | Manga Reader - Best Manga Man | VIZ Manga | 0% |
| movie tracker | Letterboxd | Letterboxd | 60% |
| tv show tracker | Serializd | Sequel | 40% |
| book tracker | Goodreads: Book Tracker & More | The StoryGraph | 80% |
| board game tracker | Board Game Shelf | Board Game Stats | 40% |
| dnd character sheet app | Fifth Edition Character Sheet | Fifth Edition Character Sheet | 80% |
| golf gps app | 18Birdies: Golf GPS Tracker | 18Birdies | 80% |
| cycling computer app | Cyclemeter Cycling GPS Tracker | Cyclemeter | 80% |
| swim tracker | MySwimPro: #1 Swim Workout App | MySwimPro | 60% |
| hiking app | AllTrails: Hike, Bike & Run | AllTrails | 40% |
| trail map app | AllTrails: Hike, Bike & Run | AllTrails | 40% |
| fishing app | Fishbrain - Fishing App | Fishbrain | 60% |
| tide app | Tide Charts | Tide Guide | 80% |
| aurora forecast app | My Aurora Forecast & Alerts | My Aurora Forecast & Alerts | 80% |
| car maintenance app | CARFAX Car Care | CARFAX Car Care | 20% |
| fuel tracker app | Fuelly: MPG & Service Tracker | Fuelly | 20% |
Cyan means the two disagreed on the winner
Method, and what this does not show
78 category queries, 3 runs each, captured 2026-08-06 against Gemini (Google Search grounded). The store side is the public App Store search API, US storefront, same day. Name matching is fuzzy on purpose, so “Copilot” and “Copilot Money” count as one app. Temperature was not pinned to zero, because a person asking this question gets a sampled answer and measuring the mode would measure something nobody sees.
One engine is not “AI”. This is Gemini with Google Search grounding, and the results would differ on ChatGPT or Perplexity, probably by a lot, since they retrieve from different places. It is also a snapshot: answers move as the web moves. Treat the shape as the finding and the individual rows as of that date.
Check your own app
The checker below runs the same probe against any app on the store and gives you a score, the rivals named instead of you, and the domains the answer came from. No account, no card.
One thing MetaRun will never do with this: post on your behalf. Nothing here writes a Reddit comment, seeds a thread or generates a review, anywhere. Measuring where you stand is a product. Manufacturing the conversation is somebody else’s.