Image & DesignBest AI Outfit Generators and Virtual Try-On
Also known as: AI virtual try on
AI outfit tools do one of two jobs. Outfit generators suggest what to wear, ideally from clothes you already own, for the weather, a trip or an event. Virtual try-on puts a garment you are thinking of buying onto a photo of you, so you can judge the look before you order. The best apps now do both.
We ranked eight tools: AI closet apps, Google's shopping try-on, general AI image editors and a try-on app. Try-on needs a full-length photo of your body, and some apps also ask for measurements, so privacy is a quarter of the score. We also scored outfit ideas, try-on realism, free tier and value, and wardrobe and shopping features. Prices are US list prices as of 26 September 2026. One warning up front: try-on shows how clothes might look, not whether they will fit.
Quick answerAlta is the best AI outfit generator overall: free, it builds outfits from your own closet for the weather, events and trips, and shows them on an avatar that looks like you. Gemini is the best free virtual try-on outside Google Shopping: upload a full-length photo and any product image. In the US, Google Shopping's try-on works on billions of clothing listings across Search. Google's separate Doppl app was no longer listed in the US app stores when we checked.
Scoreboard
Scores are out of 10. The overall score is the weighted average of the criteria below.
| # | Tool | Overall | Outfit ideas & styling | Try-on realism | Photo & body data privacy | Free tier & value | Wardrobe & shopping features | Price from | Best for |
|---|
| 1 | Alta Flagship AI, Inc. | 7.9 | 9.0 | 7.0 | 6.0 | 9.5 | 9.0 | Free Free tier | Daily outfits and packing lists from your own closet |
| 2 | Gemini (Nano Banana) Google | 7.4 | 8.0 | 8.5 | 6.5 | 9.5 | 4.0 | Free; Google AI Plus $4.99/mo Free tier | Free try-on of any product photo, in or outside the US |
| 3 | ChatGPT Images OpenAI | 7.3 | 8.5 | 8.0 | 6.5 | 8.5 | 4.5 | Free; Go $8/mo, Plus $20/mo Free tier | Styling advice with try-on edits in the same chat |
| 4 | Acloset Looko Inc. | 7.2 | 8.0 | 7.0 | 5.0 | 8.0 | 9.0 | Free (up to 100 items); Basic $3.99/mo Free tier | A full digital wardrobe with AI styling and try-on |
| 5 | Google Shopping try-on Google | 7.0 | 5.0 | 9.0 | 6.0 | 10.0 | 6.5 | Free Free tier | Trying clothes on before you buy (US) |
| 6 | Whering Whering Ltd | 6.8 | 7.5 | 2.0 | 7.0 | 9.0 | 9.5 | Free; credits from $2.99 Free tier | Organising your closet without sharing body photos |
| 7 | DLOOK BlazeTech Limited | 6.6 | 7.0 | 8.0 | 6.5 | 4.0 | 7.0 | Free trial; $9.99/week or $59.99/year Free tier | Trying on screenshots from shops and social media |
| 8 | YouCam Makeup Perfect Corp. | 6.1 | 5.0 | 8.0 | 7.0 | 7.0 | 3.0 | Free credits; Premium from $5.99/month Free tier | Fun outfit swaps on a photo, alongside hair and makeup |
Expert reviews
Alta is the most complete free AI stylist we found. You build a digital closet by forwarding shopping receipts, picking items from its database or photographing clothes (it removes backgrounds and fills in details such as fabric). Then it suggests daily outfits for the weather and your schedule, builds looks for events ("work conference in Vegas"), generates packing lists and travel lookbooks for multi-city trips, and flags gaps in your wardrobe. Its try-on shows outfits on an avatar that looks like you rather than on a real photo, which is less realistic than Google's try-on but fine for planning.
Privacy is the trade-off for a free service. Alta's policy (effective January 2026) says it collects uploaded photos, body measurements and feedback for its AI features, trains a personal style model on your feedback, uses de-identified data to improve the service, and shares data with AI service providers. It gives no fixed retention period for photos, though you can delete your account. The App Store label lists precise location and photos as data linked to you, but no cross-app tracking.
Pick it if you want help wearing what you already own. Skip it if you are not comfortable sharing body measurements.
What we like
- Free, with no paid tier listed
- Outfits from your own closet, weather and events
- Packing lists and travel lookbooks
- Avatar try-on
Watch out for
- Collects photos and body measurements
- No fixed photo retention period
- Avatar is less realistic than photo try-on
Gemini works as both stylist and fitting room. Ask what to wear to a summer wedding with a navy suit you own and it will suggest combinations; then upload a full-length photo of yourself and a product photo of a jacket and ask it to show you wearing it. Google's Nano Banana image models are among the best at editing a person while keeping them recognisable, so this is the most flexible free try-on we found, and unlike Google Shopping's try-on it works with any image, including screenshots from shops and social media, and outside the US.
It does not keep a wardrobe for you, and you write every request yourself. Like any generative edit, it can change details such as the pattern, length or your body shape, so compare with the product page.
Privacy needs one setting change. With Keep Activity on (the default), Google keeps your chats, including full-length photos, until they auto-delete after 18 months, and a sample is read by human reviewers and kept for up to three years. Turn Keep Activity off first and Google says new chats are kept for 72 hours.
Pick it if you want to try on anything, free. Skip it if you want an app that remembers your closet.
What we like
- Try on any product image, in or outside the US
- Styling advice and edits in one place
- Free to try
- Documented privacy settings
Watch out for
- No digital closet
- Keeps activity 18 months by default
- Can alter garment details or body shape
ChatGPT is a good personal stylist to talk to. Describe your body shape, budget, dress code and the clothes you own, and it will suggest outfits and explain why they work. Upload a full-length photo and a product image and it will show a try-on, then adjust it ("tuck the shirt in", "try it in olive"). It follows detailed instructions well, but like any generative edit it can change the garment or your proportions, so check the real product photos before you buy.
It has no closet database and no shopping-style try-on buttons, so you paste in each item yourself.
Privacy needs attention. Unless you switch off "Improve the model for everyone" in Data controls, OpenAI can use your chats to train its models. Deleted chats are removed within 30 days, but OpenAI's help centre notes that deleting a chat does not delete files saved separately in your Library. A Temporary Chat avoids both: OpenAI says it is never used for training and is deleted within 30 days.
The free plan has a small image allowance; Go costs $8 a month and Plus $20.
Pick it if you want advice and a preview together. Skip it if you want an app that tracks your wardrobe.
What we like
- Explains why outfits work
- Try-on edits you can refine
- Temporary Chat keeps photos out of training
- Free to try
Watch out for
- Training on chats is on by default
- No wardrobe tracking
- Can alter garment or body proportions
Acloset, from Seoul-based Looko, is the strongest all-round wardrobe app with try-on. You add clothes by photographing them, by snapping a mirror selfie (it detects each item), or by importing from shops such as Amazon, Zara and Shein. Its AI stylist then suggests outfits for your schedule, weather and mood, analyses your best colours and body type, and makes a try-on preview from your photo and the clothes you pick. Outfit calendars, packing with weather data and cost-per-wear stats round it out. Acloset says 8 million people use it.
All features are free for up to 100 items, which covers many wardrobes; Basic costs $3.99 a month if you have more.
Privacy is the weak spot. The iPhone app's privacy label lists contact info, identifiers and usage data that may track you across other companies' apps. Acloset's policy (effective April 2026) describes uploaded content such as photos and outfit ideas as intended to be shared with other users on your profile, and gives no fixed retention period. Check the visibility of anything showing your body before you post it.
Pick it if you want to digitise your whole wardrobe. Skip it if cross-app tracking bothers you; Alta does not track.
What we like
- Detects items from a mirror selfie
- AI stylist with colour and body type analysis
- Try-on previews from your photo
- Free for up to 100 items
Watch out for
- Cross-app tracking on iOS
- Uploads may be shared on your profile
- No fixed photo retention period
Google Shopping's try-on is the easiest way to see a real product on you before you buy, if you are in the US. Tap the "try it on" icon on an apparel listing in Search, Google Shopping or Google Images, upload a full-length photo, and a moment later you see yourself in the item. You can save looks, scroll through ones you tried and share them with friends. Google says it runs on a custom image model for fashion that understands how fabrics fold, stretch and drape on different bodies, and it covers billions of items in Google's Shopping Graph. It launched in the US in July 2025 after a Search Labs test.
It is a fitting room, not a stylist: it does not plan outfits from your closet or suggest what to wear. Google's announcement posts give no specific retention period for try-on photos, which fall under your Google Account and Google's general privacy policy, so we scored privacy cautiously.
Google also launched Doppl, a Labs app that animated try-ons into short videos. Its App Store and Google Play listings were no longer available when we checked on 26 September 2026.
Pick it if you shop online in the US and want to see an item on you. Skip it if you want outfit ideas; use Alta or Gemini.
What we like
- Free, built into Google Search and Shopping
- Works on billions of product listings
- Fashion-specific image model
- Save and share looks
Watch out for
- US only at launch
- No outfit planning or closet
- No published retention period for try-on photos
Whering is the best free closet organiser, and it needs no photos of your body. Add clothes from a database of more than 100 million items, from retailer websites, with its Chrome extension, or by photographing them (it removes the background). It then suggests outfits daily, shuffles your closet with a "Dress Me" feature, and offers an Outfit Maker with a Style Pass or credits. Packing lists, wishlists, moodboards and cost-per-wear stats make it a strong tool for buying less and wearing more. Whering says more than 10 million people have joined.
What it lacks is try-on: it styles flat images of your clothes, not you.
Privacy is fairly good. Whering, based in London, says it never sells personal data, keeps account data until you delete your account plus a three-month grace period (unless you ask for immediate removal), and names two AI vendors in its policy: Pixyle and remove.bg (Kaleido AI). The iPhone label shows identifiers that may track you across apps.
Pick it if you want to organise and restyle your wardrobe for free. Skip it if you want to see clothes on your own body.
What we like
- Free, with a huge item database
- No body photos needed
- Never sells personal data (Whering)
- Strong packing and cost-per-wear tools
Watch out for
- No virtual try-on
- Outfit Maker needs credits or a Style Pass
- Identifiers used for cross-app tracking
DLOOK, formerly Dressy, is a dedicated try-on app. Screenshot a dress from a shop or an outfit from social media, upload it with a photo of yourself, and it shows you wearing it. It also offers colour analysis, a digital closet and daily outfit ideas. It has 4.8 stars from about 1,150 US App Store ratings.
Its privacy policy (updated June 2026) is better than most try-on apps'. DLOOK says try-on images are made on its own self-hosted servers, facial line maps are deleted immediately after generation, and outside providers (OpenAI and Google, used for colour analysis and chat) are contractually barred from training on your data. It does not say how long your full photos or results are kept, or whether DLOOK trains its own models. Users must be 18 or over, and the iPhone label shows identifiers that may track you across apps.
The catch is price: $9.99 a week, or $59.99 to $99.99 a year, plus credit packs. For occasional try-ons, Gemini does a similar job free.
Pick it if you try on screenshots often and will pay yearly. Skip it if you only need a few try-ons.
What we like
- Try on any screenshot
- Self-hosted try-on processing (DLOOK)
- Facial data deleted after generation
- Colour analysis and closet included
Watch out for
- $9.99 a week
- No retention period for full photos
- Cross-app tracking on iOS
YouCam Makeup, from Perfect Corp, adds outfit try-on to its hair and makeup tools. The app's AI Wardrobe offers more than 100 outfit styles, or you can upload a garment of your own, and the web AI Clothes Changer has 50+ styles from office wear to evening gowns and streetwear. You upload a clear photo, pick a style, and the AI replaces what you are wearing. Perfect Corp says fabrics drape to your body shape.
It is a fun, polished editor rather than a stylist: there is no closet, no outfit planning and no link to shopping, so it scores low on those criteria.
Privacy is middling. Perfect Corp's policy (effective June 2026) says photos uploaded for cloud try-on are permanently deleted once you finish, but its generative features can use a long list of outside AI providers, and the iPhone app's label lists location, identifiers and usage data used to track you across other apps.
Pick it if you already use YouCam for hair or makeup and want to see yourself in a new look. Skip it if you want help deciding what to wear; Alta and Acloset do that.
What we like
- 100+ outfit styles or your own garment
- Web and app versions
- Cloud photos deleted after use (vendor)
Watch out for
- No closet or outfit planning
- Cross-app tracking on iOS
- Best features need Premium
How we scored these tools
Each tool is scored 0–10 on the criteria below, using public evidence: independent benchmarks, vendor documentation and pricing pages, aggregate user ratings and reputable reviews. The overall score is the weighted average. Nobody pays to be listed. Read our full methodology.
| Criterion | Weight | What we look at |
|---|
| Outfit ideas & styling | 25% | Useful outfit suggestions from your own clothes, weather, occasion and style, plus clear advice on what works. |
| Try-on realism | 20% | How convincingly a garment appears on your own photo or avatar: drape, colour, proportions and keeping you recognisable. |
| Photo & body data privacy | 25% | What happens to full-length photos and measurements: retention, AI training, sharing, public profiles and cross-app tracking. |
| Free tier & value | 15% | What you get free, and whether paid options are fair or pushed as weekly subscriptions. |
| Wardrobe & shopping features | 15% | Digitising your closet, product databases, shopping links, packing lists, wishlists and cost-per-wear tracking. |
Outfit generator or virtual try-on: which do you need?
- You want to wear what you own better: use a closet app. Alta, Acloset and Whering let you add your clothes, then suggest outfits for the weather, events and trips. Alta and Acloset also preview outfits on an avatar or your photo. (For talking video avatars, see our AI avatar generator ranking instead.)
- You want to see an item on you before buying: use try-on. In the US, Google Shopping's try-on works right from product listings. Elsewhere, upload a full-length photo and a product image to Gemini or ChatGPT, or use DLOOK.
- You want ideas for an event: ask Gemini or ChatGPT ("smart-casual outfit for a winter wedding, budget $150, I own a grey blazer"), then try the finalists on.
Most people need both: plan with a closet app, then try on only the gaps you plan to buy.
What happens to your body photos: privacy compared
We read each policy on 26 September 2026. Statements are vendor claims.
| Tool |
Photos kept |
Used for AI training? |
Watch out for |
| Whering |
Clothes only; data kept until deletion plus 3 months |
Used to improve its AI system |
Cross-app identifiers |
| YouCam Makeup |
Cloud try-on photos deleted after use |
Not stated |
Cross-app tracking; many AI providers |
| DLOOK |
No period stated; facial maps deleted at once |
Outside providers barred |
Cross-app identifiers |
| Gemini |
18 months by default; 72 hours with Keep Activity off |
Can be, while Keep Activity is on |
Human review of a sample |
| ChatGPT |
Until you delete; Temporary Chat 30 days |
Yes by default; can switch off |
Library files outlive chats |
| Alta |
No period stated |
Personal model; de-identified data |
Body measurements, precise location |
| Google Shopping try-on |
No try-on-specific period published |
Not stated |
Tied to your Google Account |
| Acloset |
No period stated |
Not stated for photos |
Uploads may be shared on your profile |
The safest habit: use a photo in plain clothes against a plain wall, with no face if the tool allows it, and delete it when you are done.
Does virtual try-on show whether clothes will fit?
No. Try-on shows how a style, colour and length might look on your body, not whether a size will fit. Google itself warned, when it launched Doppl, that fit, appearance and clothing details may not always be accurate.
To cut down on returns:
- Use try-on to decide on style and colour.
- Use the brand's size chart and your own measurements to choose the size.
- Read reviews for notes like "runs small" or "no stretch".
- Check the returns policy before you buy, especially for final-sale items.
What it costs
Prices as of 26 September 2026 (US).
| Tool |
Free option |
Paid option |
| Alta |
Free |
None listed |
| Google Shopping try-on |
Free |
None |
| Whering |
Free |
Credits from $2.99 |
| Acloset |
Free up to 100 items |
Basic $3.99/month |
| Gemini |
Limited free images |
Google AI Plus $4.99/month |
| ChatGPT |
Small free allowance |
Go $8/month |
| YouCam Makeup |
Free credits |
Premium from $5.99/month |
| DLOOK |
Trial |
$9.99/week or $59.99/year |
For most people the free options cover both outfit planning and occasional try-on.
How we scored
Outfit ideas and photo and body data privacy carry 25% each, try-on realism 20%, and free tier and value and wardrobe and shopping features 15% each. We read each tool's website, pricing, privacy policy and US App Store listing on 26 September 2026, plus Google's launch posts for its try-on tools. We cross-checked the general image editors against our AI photo editor ranking. The overall score is the weighted average, rounded to one decimal. No vendor paid for placement.
Expert tips- Take one try-on photo and reuse it: stand straight, full length, in fitted plain clothes against a plain wall, in daylight. Busy backgrounds and baggy clothes make every try-on look worse.
- Protect your privacy before the first upload: turn off Keep Activity in Gemini, use a Temporary Chat in ChatGPT, and pick apps that do not need your face.
- Build your closet from email receipts first (Alta supports forwarding); it is much faster than photographing every item.
- Use try-on to choose style and colour only. Pick the size from the brand's chart and your measurements.
- Before a trip, ask a closet app for a packing list with the weather built in, then remove anything you would not wear twice.
Jargon explained
- Virtual try-on
- An AI feature that shows a garment on a photo or avatar of you, so you can see the look before buying or wearing it.
- Digital closet
- An app that stores photos and details of the clothes you own, so it can suggest outfits from them.
- Cost-per-wear
- What an item cost divided by how many times you wore it. A lower number means better value.
- Shopping Graph
- Google's database of products, prices and sellers that powers Google Shopping results and its try-on feature.
- Cross-app tracking
- When an app shares identifiers or usage data so advertisers can follow your activity across other companies' apps and websites.
Frequently asked questions
What is the best free AI outfit generator?
Alta is free and builds outfits from your own closet for the weather, events and trips. Whering is a strong free alternative if you do not want to share body photos.
What is the best AI virtual try-on?
In the US, Google Shopping's try-on is the easiest: tap "try it on" on a product listing and upload a full-length photo. Outside the US, or for items not listed on Google, Gemini can put any product photo on your own photo for free.
Is Google Doppl still available?
Doppl launched as a Google Labs app in the US in June 2025. When we checked on 26 September 2026, its App Store and Google Play listings were no longer available. Google's try-on in Search and Shopping, launched in the US in July 2025, is the way to try on clothes with Google.
Can virtual try-on tell me my size?
No. It shows style, colour and length, not fit. Use the brand's size chart and your measurements, and read reviews for sizing notes.
Is it safe to upload a full-body photo?
Choose tools with clear rules, and keep the photo modest: fitted everyday clothes, a plain background and nothing that shows where you live. Turn off Keep Activity in Gemini or use a Temporary Chat in ChatGPT, and delete photos from apps when you finish.
Can AI plan outfits from clothes I already own?
Yes. Alta, Acloset and Whering all let you build a digital closet and then suggest outfits from it. Alta and Acloset can also pull items from your email receipts or online shops.