Closet stylists are open and climbing. 19 apps photograph your clothes and build outfits from them, six sit in researched bands, and the niche's review pace is running at 1.4x its own earlier rate. Alta Daily launched in March 2025 and adds 685 ratings a month; Pureple, the incumbent since 2013, adds 38. Eight apps launched in the last 18 months and hold 75% of the pace. The one star reviews of nine of the twelve leaders say the same thing: I photographed my whole closet and then the app broke.
Appaloma readings · AI stylists that use your own closet · 2026-08-30
- OpeningOpenOpen when a quarter or more of the niche launched in the last 18 months
- Demand76Revealed by rating velocity across the niche, 0–100
- Crowding39How much of the niche the top apps already hold, 0–100
- Apps191 researched over $20k a month
- New8launched in the last 18 months, holding 76% of the niche's review pace
- Floor$160k+a month, adding the band floors of 19 researched apps
What the niche is
Snap every item you own, or upload the photos, and the app cuts out the backgrounds, tags color and brand, and returns outfits from your own clothes. Daily picks, a calendar, a try-on avatar, cost per wear. TikTok appears in 62 of the pooled reviews, 34 of them five star.
It sits under Fashion & style, inside Wardrobe & outfit styling. Nineteen apps, nineteen developers, no portfolio publisher yet.
Who leads
| App | Since | Ratings | Stars | Prices | Band | |
|---|---|---|---|---|---|---|
| 1 |  Closetly - AI Wardrobe StylistAnswersAI, Corp | Apr 2025 | 1,891 | 4.6 | $7.99–$59.99 | $50–250k |
| 2 |  Alta Daily: Digital AI ClosetFlagship AI, Inc | Mar 2025 | 13,446 | 4.9 | Free | $10–20k |
| 3 |  Pureple: AI Outfit PlannerIceclip | Apr 2013 | 6,120 | 3.9 | $6.99–$89.99 | $10–20k |
| 4 |  Acloset - AI Fashion AssistantLooko Inc. | Mar 2021 | 4,688 | 4.4 | $1.99–$147.99 | $10–20k |
| 5 |  FittedFitted Virtual Closet | Feb 2025 | 1,112 | 4.5 | $1.99–$79.99 | $10–20k |
| 6 |  GetWardrobe Outfit PlannerOutfit Makers LLC | Aug 2013 | 766 | 4.3 | $4.99–$690 | $10–20k |
| 7 |  Fits – Outfit Planner & ClosetL. & J. Henne UG | May 2023 | 4,943 | 4.6 | $1.99–$79.99 | $5–10k |
| 8 |  Cladwell: Outfit PlannerCladwell Inc. | Mar 2017 | 1,014 | 4.3 | $2.99–$59.99 | $5–10k |
| 9 |  Cloey: Style CompanionKevin Tung | Mar 2026 | 422 | 4.6 | $3.99–$44.99 | $5–10k |
| 10 |  Outfit Maker - Pronti AIPronti AI Inc. | Mar 2021 | 234 | 4.2 | $1.99–$124.99 | $5–10k |
Band: our researched estimate of peak monthly revenue, published only for apps we have researched one by one. Every app in the catalog sits above the $5k a month floor.
Alta Daily is the pace of the niche. 11,904 ratings in 17 months, 685 a month, a 4.9 star rating, $10–20k band. The next five apps on ratings add 301 a month between them.
Pureple launched in April 2013, has 6,120 ratings and a 3.9 star rating, and sits at $10–20k. GetWardrobe launched in August 2013, sits in the same band on 766 ratings, and adds five a month. Acloset (March 2021, 4,688 ratings) and Cladwell (March 2017, 1,014) are the mid generation. Fits (May 2023, 4,943 ratings, $5–10k) runs a swipe-to-build outfit maker and adds 126 a month.
The 2025 entrants: Fitted (February 2025, $10–20k on 1,112 ratings), Closetly (April 2025, 1,891 ratings, 122 a month), Cloey (March 2026, 422 ratings in five months), Vesta (November 2025).
Five of the six banded apps sit at $10–20k. No app here carries a band above $20k.
How they make money
Subscription to the closet, priced like a utility.
Monthly at $5.99 to $9.99 across Closetly, Cladwell, Cloey, Pronti, Vesta, OpenWardrobe.
Yearly at $29.99 to $79. Closetly at $29.99 with a three day trial or $59.99 full price, Cloey at $44.99, Cladwell at $59.99, Pronti at $74.99, OpenWardrobe at $79.
Lifetime on the older apps: Pronti at $124.99, OpenWardrobe at $199. Pronti also sells AI chat credits at $1.99 to $6.99.
Weekly on the newest entrants: Cloey at $3.99 to $4.99, Vesta at $2.99.
Pureple's 2024 one star reviews record its move from free to a $70 year.
The angles that get installs
Eleven of nineteen say photograph the closet, wear it. Alta's listing leads with the daily outfit, Fits with a virtual try-on. Five of twelve leaders mention video, bulk, or screenshot import in their listings; one mentions working offline.
What the one star reviews keep saying
“It was terrible but the advertisement was amazing and I deleted the app and I do NOT recommend it was terrible and a waste of time”Closetly - AI Wardrobe Stylist, 2025-12-25
“waste time” recurs in 9 of the top 12 apps“This is entirely a scam. I got kicked off my account repeatedly after I paid the subscription. App doesn’t even work. Do not trust downloading this app. 100% scam, cash grab, and data collection.”Closetly - AI Wardrobe Stylist, 2025-09-14
“doesn't work” recurs in 9 of the top 12 apps“App looked promising, but after adding my first item from my Photos album, I am unable to add anything else. I will click + > Add with photos > Photo library > Select picture > Select blue checkmark, but then I am return”Alta Daily: Digital AI Closet, 2026-05-18
“can't add” recurs in 9 of the top 12 apps“I don’t know if this is only happening to me but I’ve had this app on my phone for like a month or two now but every time I open it the app says I’m offline. I’ve tried redownloading the app and shutting off my phone but”Alta Daily: Digital AI Closet, 2026-07-23
“every time” recurs in 8 of the top 12 apps“I don’t like it it won’t let me even get to the home page of the app it keeps saying I’m off line👎”Alta Daily: Digital AI Closet, 2026-07-29
“won't let” recurs in 8 of the top 12 apps“Every time I tried to add clothes or make an outfit it made me watch and add or get the “pro” thing. so so many adds. I’m sure it works great with pro🤷♀️”Pureple: AI Outfit Planner, 2023-06-02
“add clothes” recurs in 8 of the top 12 apps“I should’ve looked at the reviews before getting this app instead I just based it off of the add…I never do that so how stupid of me right! I kept putting in photos of my clothes and it would just used the outfit that I ”Closetly - AI Wardrobe Stylist, 2025-11-24
“great idea” recurs in 8 of the top 12 apps
Phrases that recur in one and two star reviews across 12 of the niche's top 12 apps.
Across all twelve leaders, three complaints.
It broke after I uploaded everything. "Doesn't work" and "can't add" each run through nine of twelve leaders: offline errors on launch, an add button that returns to the same screen, a closet that vanished overnight, an account the app forgot. In Alta's case 11 of its 27 one and two star reviews are access errors.
The outfits are things to buy, not things I own. One piece from my closet and the rest from a shop. Six of twelve apps carry it.
The closet is behind the paywall. "Add clothes" runs through eight of twelve leaders, most of it ads or a pro wall on the add button, and "free version" through six: a free app that became $70 a year.
What works, from the five star side
"Plan outfits", "game changer", "much easier", "super helpful", in seven or eight of twelve apps. The praise is about mornings: school outfits without digging through a drawer, forgotten clothes coming back, an avatar that shows the outfit before you wear it.
New in the last 18 months
- Alta Daily: Digital AI ClosetMar 2025 · 13,446 ratings · $10–20k
- Closetly - AI Wardrobe StylistApr 2025 · 1,891 ratings · $50–250k
- FittedFeb 2025 · 1,112 ratings · $10–20k
- Cloey: Style CompanionMar 2026 · 422 ratings · $5–10k
- Vesta Wardrobe: Outfit PlannerNov 2025 · 172 ratings · $5–10k
- Mué – Outfit Maker & ClosetJul 2025 · 166 ratings · $5–10k
- AI Outfit Maker - OnStyleAug 2025 · 154 ratings · $5–10k
Seven entrants with over 100 ratings, one at 11,904. The newest, Cloey, reached 422 in five months. A portfolio publisher, AIBY, entered in August 2025 with OnStyle. The niche still lets a new app in and the leader is 17 months old.
What to copy and what to avoid
From the price sheets and the pooled reviews above.
Copy: the daily outfit as the opening promise. Alta leads its listing with it and adds 685 ratings a month, more than the next five apps combined.
Copy: the yearly plan under $60. Closetly, Cloey, Cladwell, and Vesta sell one at $29.99 to $59.99; the two lifetime plans, $124.99 and $199, sit on apps adding three and four ratings a month.
Avoid: an add flow that fails. "Doesn't work" and "can't add" each run through nine of twelve leaders, and the quotes describe an afternoon of photographing clothes before the failure.
Avoid: outfits built from shop items. Six of twelve leaders carry the complaint.
Avoid: ads or a pro wall on the add button. "Add clothes" runs through eight of twelve leaders, "free version" through six, and Pureple's reviews date its move to a $70 year.
Our read: five of twelve listings mention video, bulk, or screenshot import and one mentions working offline, while nine of twelve draw the failed-add complaint. Setup that survives is the gap the reviews describe.
Rising reads 1.4x over six scored apps, with GetWardrobe at 2.2x and Acloset at 1.7x. The old apps are picking up pace along with the new ones. That means the niche's demand is growing, not shifting from one app to another.
FAQ
Is the AI closet stylist app market saturated?
No. 19 apps, eight launched in the last 18 months holding 75% of the niche's review pace, and the niche is running at 1.4x its earlier pace. Appaloma reads it as Open.
Which closet stylist apps make the most money?
Five apps sit at $10–20k a month as of August 2026: Alta Daily, Pureple, Acloset, Fitted, and GetWardrobe. Fits sits at $5–10k. No app in the niche carries a band above $20k.
What do people complain about in outfit planner apps?
The app breaking after they uploaded their whole closet (offline errors, lost items, forgotten accounts), outfits built from shop items instead of their own clothes, and a paywall on adding clothes. The first appears in nine of twelve leaders.
How do AI stylist apps make money?
Monthly subscriptions at $5.99 to $9.99, yearly at $29.99 to $79, lifetime at $124.99 to $199 on the older apps, and weekly at $2.99 to $4.99 on the newest entrants. Pronti also sells AI chat credits.
What should a new closet stylist app do differently?
Make the add flow hold; "doesn't work" and "can't add" each run through nine of twelve leaders. Build outfits from the user's own clothes; six of twelve draw the shop-item complaint. Keep adding free; eight of twelve draw the "add clothes" complaint about ads or a pro wall. Sell a year at $29.99 to $59.99, as four of the leaders with price sheets do.