The whole thing, end to end
One request. Six steps. Both sides of the counter.
Chapter 2 // Next is two connected surfaces: the shopper's side, where a sentence becomes a styled, in-stock, correctly sized look, and the operator's side, where the same activity becomes demand, approvals and decisions. This page walks the same afternoon from both angles.
Pieces live
35
Titles, prices and imagery from Chapter 2's storefront
Stores
3
Khar West and Colaba in Mumbai, Basant Lok in Delhi
Demo shoppers
25
With orders, fit profiles and conversations
Invented promises
0
Stock, sizes, prices and policy come from the database
01
Shopper
She describes an evening, not a product
“Cousin's engagement in Bandra on Saturday. All black, nothing shiny, under twelve thousand.” The stylist reads the occasion, the colour, the budget and the city and builds complete looks from pieces that are actually in stock.
Try the stylistWhat the operator sees
The prompt, the parsed intent and the looks shown are all logged. The operator can see what people are asking for in their own words.
02
Shopper
She asks the only question that matters: will it fit
Height, usual size, how she likes things to sit. The advisor answers with one size, a reason, and an honest confidence level. Where the size chart is missing it says so instead of guessing.
Check a sizeWhat the operator sees
Every low-confidence answer points at a missing measurement, so the catalogue team knows exactly which piece to measure next.
03
Shopper
Her size is sold out, so she joins the list
No dead end. She leaves her size, her city and permission to be told once when it returns. Nothing is promised and no date is invented.
See a sold-out pieceWhat the operator sees
Demand stacks up by piece, size and city with a value attached, so restocking becomes an ordered list instead of a hunch.
04
Shopper
Or she holds it at Khar West and tries it on
If the size is on a store floor she holds it for 48 hours and walks in. Online interest becomes a real fitting-room appointment.
Browse store stockWhat the operator sees
Store managers see the hold, mark it collected or release it, and the unit goes straight back into available stock.
05
Operator
The assistant drafts the reply, and knows when to stop
Returns, exchanges, delivery dates and anything high-risk get drafted but never sent alone. If two policies contradict each other, the topic is blocked until a human decides which wording is true.
Operator viewWhat the operator sees
Confidence, risk and the reason for stopping are written down for every draft — including when the model was unavailable and written rules answered instead.
06
Operator
The week ends with a decision, not a dashboard
What to restock, in which sizes, for which city; which policy to publish; which drop to plan. All counted from orders, waitlists, holds and returns.
Back to the stylistWhat the operator sees
Assisted revenue, size-return rate and reply times sit next to the demand list, so the trade-off is visible in one place.
Honesty by design
What this build refuses to do
A demo that fakes the hard parts can't be trusted with the easy ones.
- — Never claims stock, a size, a price or a delivery date that isn't in the database.
- — Never sends a message on a channel a shopper didn't agree to.
- — Never answers a policy question while two policies contradict each other.
- — Never hides a fallback: if the model is unavailable, the answer says so.
- — WhatsApp, Instagram and payments are shown as not connected, because they aren't.
Where to start
Walk it yourself
The operator side asks you to sign in and pick a seat. The first person to sign in can take the owner seat; other seats see less, on purpose.