The 35 AI jobs of a
community fashion brand
Most "AI workforce" maps are a marketing page with a waitlist. Every job below is running code in the OwnURstyles backend — 7 departments, 35 jobs, one shared database as the company brain.
One brain · 7 departments
Company
brain
ONE DATABASE
Design Pipeline
From raw upload to printable artwork.
6 jobs
Upload intake
Presigned PUT URLs straight to object storage, SHA256 dedupe so the same file never uploads twice.
Vision analysis
A vision LLM reads every upload once and caches palette, detail level, and recommended shirt colors — the chatbot reuses it forever.
Background removal
A Python rembg sidecar strips backgrounds in-process; opaque uploads skip it automatically.
Mockup rendering
OpenCV pipeline: paste into the print box, displace along fabric folds, blend with the shirt's lighting map. Pixel-exact, no diffusion guesswork.
Chat refinement
The designer talks to an AI assistant ('make it black, bigger, left chest') and every reply becomes a new version with real print parameters.
Print-ready generation
When a design is approved, a queue job renders the production file before any money moves — unprintable art never reaches a drop.
Community & Voting
Demand validation before a single shirt is printed.
5 jobs
Weighted scoring
Vote = 1, wishlist = 3, share = 5. A queue worker recomputes scores, never the request path.
Auto-promotion
Cross the threshold and the design wins its vote — its drop is drafted automatically for a quick staff review.
Comments & moderation
One-level threads with profanity filtering and soft deletes.
Follows
Fans follow designers; follower counts feed the leaderboard.
Vote integrity
Partial unique indexes stop the same user, email, or IP-day from voting twice.
Commerce
Pre-orders, payments, and fulfillment signals.
5 jobs
Drop creation
Winning designs get a Drop with run size and price — one per design, enforced by the database — that staff approve to put on sale.
Limited-edition sales
Each drop is a fixed run paid in full up front. Checkouts hold units for 15 minutes; the drop flips to SOLD_OUT on its own, or sales close at the deadline and we print what sold.
Checkout
Razorpay orders with price and royalty rate snapshotted at purchase time — history never rewrites.
Webhook settlement
HMAC-verified payment webhooks, idempotent by provider event id, mark orders paid exactly once.
Order status
Every state transition is explicit; the support chatbot reads the same rows the customer sees.
Money & Payouts
Designer earnings, calculated and paid automatically.
5 jobs
Royalty ledger
Append-only ledger entries on every paid order: 10% / 12% / 15% by lifetime units tier.
Tier computation
Royalty tiers derive from lifetime units sold — never stored, never stale.
Auto-payouts
A nightly sweep finds designers over ₹2,000 and fires RazorpayX payouts with idempotency keys.
KYC gating
Payouts hold until KYC is verified; admins review submissions in the console.
Payout polling
A 30-minute cron backstops provider webhooks so no payout is stuck in limbo.
Intelligence
The company brain — live answers from live data.
5 jobs
Ask the brain
Admins ask plain-English questions; the AI writes a read-only SQL query, a guard rails it, and every query lands in an audit log.
Weekly trend report
A Sunday cron aggregates 7 days of votes, wishlists, and shares, then an LLM writes the insights and emails every admin.
Leaderboards
Daily, monthly, and all-time snapshots; top-3 designers earn cash bonuses.
Ad analytics
UTM-tagged clicks tie marketing spend to designs that actually convert.
Audit trail
Privileged AI actions are append-only logged — who asked what, which SQL ran, how many rows came back.
Support
Answers from your real account data, not a FAQ page.
4 jobs
AI support chat
The assistant calls read-only tools scoped to the caller — it can see your orders and royalties, never anyone else's.
Order lookup
'Where is my order?' reads the actual order row and answers with its real status.
Royalty explainer
Designers ask what they've earned and get the ledger total plus how the payout threshold works.
Human escalation
Refunds, disputes, and bans route to a human — the AI knows what it shouldn't touch.
Marketing & Ops
The brand talks while the team sleeps.
5 jobs
Auto social posts
The moment a design is approved, a worker writes the Instagram caption and queues the post — no social manager required.
Drop announcements
Broadcast emails to opted-in users when designs they validated go on sale.
Vote reminders
Weekly cron nudges the community back to open ballots.
New-user alerts
Admins get a notification on every sign-up.
Unsubscribe hygiene
Per-category opt-outs with a suppression list, enforced before every send.
FAQ
Common
questions
How does a design get approved?
Once moderation opens it to the vote, every vote counts 1, a wishlist save 3 and a click on a shared link 5. When that weighted score reaches 10, the design wins its vote and its drop goes to our team for a quick review before it goes on sale.
When do pre-orders open?
As soon as staff approve the winning design's drop. It goes on sale as a limited edition of its run size, paid in full when you order. Sales close when every piece is claimed or the sale deadline passes, whichever comes first, and then the run is printed.
How do royalties work?
Every paid order writes an append-only ledger entry for the designer: 10% of the sale for the first 50 lifetime units, 12% from 51 to 200, and 15% after that. The rate is snapshotted at purchase, so history never rewrites.
When do designers get paid?
A sweep runs every night and pays out designers whose balance is over ₹2,000, once their KYC is verified.
What does the AI assistant actually do?
It answers from your real account with read-only tools scoped to you — orders, pre-orders, royalties — and routes refunds, disputes and anything it shouldn't touch to a human.
From ideas
to icons.
No inventory guessing. No wasted prints. Only the designs people actually voted to wear — made in limited runs, with royalties paid to the designer from the first sale.
Open the studioBrowse the feed- 01
Upload
Drop a sketch, a PNG or a vector.
- 02
AI mockup
See it on a real garment in seconds.
- 03
Community vote
The crowd picks what deserves a run.
- 04
We produce
50–100 pieces. You earn royalties.
Join a community
that wears creativity.
Be the first to know about new drops, designer stories and more.