AI app for product development · no coding needed
Fit-First Wardrobe Service
A fit engine that learns from every return and adjusts patterns per individual, not just per size, using real manufacturing feedback.
Made for: Style-conscious professionals who buy clothes 4-6 times a year and hate returns
What it does for you
The problem
Clothing subscriptions still send boxes where half the items don't fit.
What it gives you
A box of 5 made-on-demand garments adjusted to the member's body, with fit confidence scores
What you give it
Three smartphone photosstyle preferencesoccasion needsreturn feedback
How it works, step by step
- Extract 40+ body measurements from three photos
- Match measurements against brand size charts and fabric stretch data
- Interview style and occasion needs via voice or text
- Generate a coherent look with adjusted digital patterns
- Send digital files to manufacturing partners
- Update preferences from return reasons
What you see on screen
- Body map capture
- style interview
- fit prediction dashboard
- order review
Build it yourself with your AI system
Build this app yourself, no coding needed
Start with a quick version you can try in a few minutes. Like it? Then build the full app by copying and pasting our step-by-step instructions: everything is prepared for you.
Sign in to see how to build it yourself
Build a quick version to try, or get the full app pack for Fit-First Wardrobe Service with the step-by-step building instructions. You don't need any technical skills: you copy, paste and answer a few questions. Both are included in the membership.
4 Have it built for you days to a few weeks
Rather not do it yourself, or want it fully tailored to your data, your way of working and your brand? Nexibeo builds Fit-First Wardrobe Service with you.
What's in the app pack
Included in the Complete AI Training membership.
- The building instructions your AI follows, step by step
- The questions your AI will ask you about your business before it starts
- A clickable demo you can open in your browser, to see how it should work
- A detailed blueprint of the screens, the information it keeps and the checks it runs
Become a member to get the app packAlready a member? Sign in
The files, for the technically curious
- START-HERE.mdHow to build it with your own AI (read first)3 KB
- README.mdOverview and links1 KB
- questions.mdQuestions to answer before you build2 KB
- prompt-cloudflare.mdThe full build prompt, hosted on Cloudflare22 KB
- prompt-vps.mdThe same build on your own server (Docker)22 KB
- spec.jsonData model, API, AI pipeline, acceptance criteria13 KB
- demo/index.htmlThe working demo on sample data193 KB
Questions
Do I need to know how to code?
No. You copy and paste the prompts on this page into ChatGPT or Claude, and the AI does the building. When it asks you something, you answer in your own words.
What does it cost?
The quick version, the app pack and the step-by-step instructions are for members: you pay the membership price, not a price per app (see the plans). Building the full app uses your own ChatGPT or Claude subscription. Putting it online is often cheap or no cost at the start, and your AI tells you before anything costs money.
How long does it take?
The quick version: about two minutes. The real app: an afternoon for a first version you can use, longer if you want every feature.
Can I change it to fit my business?
Yes. Tell your AI what to change in plain words, like “add a column for the price” or “use our logo and colours”. Or have Nexibeo build and customise it for you.
More detailsHow the AI works, safeguards and what to build first
For style-conscious professionals who buy clothes 4-6 times a year and hate returns, turn three smartphone photos, style preferences and occasion needs into a box of made-on-demand garments adjusted to their body. Address the recurring problem: clothing subscriptions still send boxes where half the items don't fit. The value hypothesis is a more personalised fit with less return hassle; the pilot must establish whether that benefit is real.
Upload photos, complete style interview, review fit predictions, adjust preferences, approve order, send patterns to manufacturer, and receive box with 5 items. Start with three smartphone photos and style preferences and finish with a box of 5 made-on-demand garments.
How the AI works
Use computer vision models to extract body measurements and language models to interpret style preferences. Predict fit per garment using size charts, reviews and fabric data. A human stylist reviews the AI picks and a fit expert checks pattern adjustments before shipping.
Safeguards
Limit photo uploads to authorised members, restrict pattern adjustments to approved manufacturers, require stylist approval before shipping, and never share body measurements without consent. It must not ship garments without a human fit check.
What to build first
One buyer: style-conscious professionals. One use case: 5-item monthly box. First two modules: photo-based body mapping and fit prediction with human stylist review. Manual review of all AI picks before shipping.
What it can connect to
Manufacturing partner APIs, size chart databases, fabric data sources, payment processing and customer relationship management systems.
The screens in detail
Use a guided photo upload flow with live feedback, a chat-style preference capture, a grid of predicted fit scores per garment, and a final order summary with pattern adjustments. Let users see fit confidence per item and reason codes. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant garment. In this product, the first view is body map capture, followed by style interview, fit prediction dashboard and order review.
