OKO Vision for APD 1 / 18

For Jure · APD · 13 November 2026

OKO

Your eye. Your edit.

A personal stylist that learns each shopper's eye, with APD's catalogue inside. This page shows what runs today, what we recorded, and where the look is going.

Watch APD inside OKO Live demo Try it ↗ Live Classic site ↗

←→ keys, scroll or swipe · move the pointer: the eye follows

188APD items in OKO, 99 styles 1:08recorded today from the test build Glassdark mode, liquid glass, motion 1.6×faster to content, measured
Motion infographicAPD inside OKO, in four scenes · 22 s

The short version

The story in 22 seconds.

  1. 1Your catalogue is in. 188 items, 99 styles.
  2. 2Taste ID. Six steps place her in 1 of 24 eye types.
  3. 3Four ways to her piece. Store, Okito, OKO IT, Closet.
  4. 4Speed, measured. 1.6× faster to content than the classic site.

Every number is sourced: the import report and this morning's measurement.

Your catalogue

Your catalogue is in.

Every APD style has its photos, colours and sizes, can be searched, and can be recommended by the stylist.

188APD items imported
99styles, each with colours and sizes
24eye types a shopper can be
4ways in: Store, Closet, OKO IT, Okito
Test buildA demo copy runs at an unlisted address. Prices are hidden.
OKO store showing APD swimwear categories
Store · APD swimwear
APD Claudia's Forever One with six colours
Product · colours and sizes
Search for One piece showing APD pieces
Search · "One piece"
Recorded todayTest buildAPD inside OKO: dark, liquid glass, motion · 1 min 8 s Live demo ↗

The demo

A shopper, your pieces, one minute.

  1. 1Store. Your pieces pass under frosted glass bars; Swimwear is one tap.
  2. 2Product. Breakfast Club opens and the photo settles in; every colour is one tap.
  3. 3OKO IT. She asks for "One piece" and gets your closest pieces.
  4. 4Okito. "Swimwear for a beach holiday": the stylist names Breakfast Club and Billie One Piece.

Okito's replies in this build are scripted test replies, not live AI. Prices are hidden in the recording.

The whole app

One app. Phone and desktop.

Taste ID, the store, Okito, OKO IT and the closet, end to end. One codebase builds the web app and the Android and iPhone apps.

Recorded 12 NovTest buildAPD walk-through, light mode · 1 min 14 s
Recorded 12 NovFull tour

The full tour shows a sample catalogue. Recorded in a browser at phone and desktop sizes, not on real devices. The store apps come at release.

Why OKO

Four things a shop grid cannot do.

Taste ID card: The Quiet Classic, 1 of 24 eye types, dark mode
Okito reply naming APD pieces
OKO IT search results from APD
My Closet with owned pieces
Test build · sample catalogue

How it works

24 eye types.
One is hers.

Tap the ring. Each segment is an eye type; six steps find hers, and the store starts at 40% sharp.

1 of 24 eye types

The Quiet Classic

"You lean quiet luxury and dark minimal, in black & white and warm neutrals." The card a shopper gets in the app.

A boost round takes Taste ID from 40% to 55%.
40% SHARP
Test buildRecorded todayBuilt this morning. Not on the public OKO site yet.

The new look:
dark, liquid glass, motion.

APD's photography carries the page; the interface becomes light on glass and gets out of the way.

  • Dark first, light one tap awaySwimwear and skin tones read richer on a deep ground. Both themes share one palette.
  • Liquid glass bars, cards and chipsThe header and the floating tab bar are frosted, the Taste ID card and chips are glass, and colour from the photos shows through.
  • Motion that explainsScreens ease in, cards arrive in order, a product photo settles into place, the active tab pops. Nothing jumps, and shoppers who ask their phone for less motion get none.

Live demo Open it on your phone ↗

Recorded todayOn her phone · 1 min 10 s

Redesign

Before and after.

Drag the handle. The same screen of the test build with APD's pieces: yesterday on the left, with this morning's glass on the right. Both are real captures.

Test buildDark mode, every screen, one tap.
Test build · todayLiquid glass header, tab bar, cards and chips.
Test build · todayTransitions between store, product and tabs.

The glass and motion work is in review with the product team. It is not on the public site yet.

OKO store with APD pieces, after: glass header and floating glass tab bar
OKO store with APD pieces, before: flat header and tab bar
BEFOREAFTER

Performance

Speed, measured.

The classic site and the new app, both showing APD's catalogue, from the same test server over the same connection. Only numbers we measured.

Engagement

What keeps people coming back.

Planned · spec of 9 Nov

Fourteen features that bring a shopper back. Every message starts from something the shopper did, or that happened to their own pieces, and must be true when sent.

Earned, not pushedTrue or not sentAutomatic firstThe user is in control

About 3 pushes a week at most, 4 switches the user controls, quiet at night (22:00 to 08:00 proposed). Notifications off? The same alert waits behind the bell in My Store. Not built yet: in the test build the Notifications row says inactive.

Engagement features11 pages · PDF ↗ Tech spec19 pages · PDF ↗

Messages that follow what you do

The closet

Discover and share

Launch1 of 14

Price drop

Price dropWool coat is now 20% cheaper at [retailer].
What it does
Tells you when a piece on your Wishlist gets 10% or more cheaper. The price is confirmed twice before sending, and the screen shows when it was checked.
Why
Brings people back to a piece they already want, at the moment buying is easiest. OKO earns a commission when they buy.
It needs
Price feed from partner retailersRegistered usersPrice alerts switch on

Connect

OKO inside any AI chat.

Live demo server

A shopper asks their own AI assistant. The assistant asks OKO. OKO answers with real pieces from the brand's catalogue.

MCP
MCP serverLive today as a read-only demo: search, product, outfit. The full server adds a test checkout: built, not deployed.
Live demo
API
Open APIThe same store for any developer, with a machine-readable description (OpenAPI 3.1).
Built
+
PluginOne-click install inside the large chat apps. Not started.
Vision
search_productsget_productsuggest_outfitcreate_checkoutupdate_checkoutget_checkoutcancel_checkout
An AI assistant, outside OKOLive · recorded today
I need swimwear for a beach holiday from APD, what do you suggest?
oko-store · search_products{ "query": "beach holiday swimwear", "type": "swimwear", "limit": 6 }
47 found · 6 returned
For a beach holiday from APD, I'd suggest these:
Bonnie One Piece in Pink Bambi, a one-shoulder suit with UV protection that dries quickly (S–2XL).
Audrey One Piece in White Moth, a lace-up suit with sleeves you can take off (S–XL).
Breakfast Club, a retro halter suit in Charcoal or Jam Sandwich (S–3XL).
Boogie Top in red or yellow stripe with Boogie Shorts, if you'd like two pieces.
Want photos, or a matching cover-up?
BONNIE ONE PIECE
AUDREY ONE PIECE
BREAKFAST CLUB
BOOGIE TOP
Connect your own assistant:https://mcp.oko-vision.capyverse.com/mcp
A real session, recorded 13 Nov 2026, shown as it happened; the photos were added for this page. Read-only demo, no prices.

Catalogues

One catalogue in. One that could follow.

In the test build

APD: the catalogue we have

“Attachef the catalog with full descriptions and link for photos”Jure, group conversation, 9 Nov 2026 · file: APD_Product_Catalog_for_Jure 09112026.csv
188rows in the file99styles after import0with problems
One piece18
Top17
Two piece, top15
Two piece, bottom14
Skirt9
Shorts6
Dress5
Jacket3
Pants3
Accessories, other9
Vision · not agreedPlaceholder screen in the app ↗

GQ: a possible addition

GQ Apparel's public shop lists 234 products: shirts, trousers, polos, jeans and shoes. It would put menswear next to APD's swimwear. No file has been received and nothing is agreed; the four pieces below come from GQ's public pages.

GQWhite Shirt, Classic Collection, from GQ's public shopGQWhite™ Shirt
Perfect Pants, Regular Fit, from GQ's public shopPerfect Pants™
Minimal Polo, from GQ's public shopMinimal Polo™
Minimal Jeans, Relaxed Fit, from GQ's public shopMinimal Jeans

Same path as APD: catalogue file, import check, test build.

For brands

An instant shop for every brand.

VisionDemo screen in the app · sample ↗

A brand sends its catalogue. OKO turns it into the brand's own shop: its photos, colours and sizes, with search and Okito built in.

1
Send the catalogue fileAPD did, on 9 Nov.
Done
2
OKO imports and checks it188 rows became 99 styles, 0 with problems.
Done
3
The brand's shop opensIts own address and look. Not built yet: the screen beside is a mock with APD's real photos.
Vision
APD's own shop address · to be chosenMock
APRILPOOLDAYshop by OKO · 8 of 99 styles shown · prices hidden
A model in a printed maxi dress on a swimwear runway, a second model behind her

Photo: Maaji Swimwear at Mercedes-Benz Fashion Week Swim, by James Santiago, CC BY-SA 4.0, Wikimedia Commons.

From a photo

A runway photo becomes a shopping list.

VisionDemo screen in the app · fixed sample ↗

Upload a runway or street photo. OKO names each piece and finds the closest one a shopper can buy.

  • 1
    NecklaceNot in APD's catalogue: a place for another OKO brand.
    –
  • 2
    Printed maxi dressClosest in APD: NET MAXI SLIP DRESS
  • 3
    BanglesNot in APD's catalogue.
    –
  • 4
    Bikini bottomClosest in APD: CHLOE LOW WAIST PANTS
  • 5
    Platform shoesClosest in APD: NAMI SANDALS, the one pair of shoes in the catalogue

Today the test build matches a photo by colour. Naming each garment is not built: the five matches were picked by hand for this mock.

Straight answers

What is real today, and what is not.

Real today

  • Your 188 items and 99 styles, in our test build.
  • Store, colours and sizes, search by words; a photo is matched by colour.
  • Okito naming your pieces (scripted test replies in this build).
  • Taste ID and the closet, at phone and desktop sizes, light and dark.
  • Liquid glass and motion in the test build, recorded today.
  • A live demo of that build with your catalogue: app.oko-vision.capyverse.com ↗
  • The classic site is live: fashion.capyverse.com ↗

Not yet

  • The demo is a test copy at an unlisted address: not listed in search, prices hidden. The public OKO site does not carry your catalogue.
  • No App Store or Play Store release.
  • Full image search (photos match by colour for now).
  • Photo picker in the iPhone app is not done.
  • Okito's live AI is not switched on: the demo answers its four starter prompts with recorded test replies.
  • The glass look is in review; it is not on the public site yet.
  • Connecting AI assistants: a read-only demo server is live; the full server with checkout is built, not deployed. Brand shops and the runway list are vision.
Live open to anyone nowLive demo the test build, open at an unlisted addressTest build runs, not releasedRecorded a capture of the test buildVision a proposal, not built

Your call

One next step: agree the shopper test.

You check your catalogue in OKO and name the shoppers for a first test. Three questions get us there.

1

Is your catalogue shown right?

Names, colours, sizes, photos and categories, as your shoppers should see them.

2

Will you run a shopper test?

With whom, and from when? A few of your shoppers on the test build.

3

What must be true first?

Before your shoppers see it. Your list becomes our checklist.

Open the live demo ↗ Replay the recording Open the live classic site ↗ Owner: Jure, APD, with the OKO team · date agreed in the room

Sources

References.

The numbered chips at the foot of each section point here.

The group conversation

  1. 1Jure, 9 Nov 2026: They will send u full catalog · With photos · So we can start testing on real data
  2. 2Jure, 9 Nov 2026: Attachef the catalog with full descriptions and link for photos, with the file APD_Product_Catalog_for_Jure 09112026.csv
  3. 3Latest links received, Jure, 9 Nov 2026: Hi guys, here the link for the first engagement features/notifichations. Let me know your thoughts link 1 ↗ · This is the technical part explanation link 2 ↗
  4. 4Jure, 4 Nov 2026: Main limit is the photo/scan search and okito chat.
  5. 512 Nov 2026. Jure: Hi Guys how is going? You have any update for us? Nic: i am preparing to update you guys this eve, shoudl we have a call tmr morning. Jure: Lets do 10?

Files, code and measurements

  1. 6Import report, 10 Nov 2026, for the file in 2: 188 rows, 99 styles, 188 colour and size variants, 0 styles with problems, 94 with warnings.
  2. 7OKO code, change 70, merged 8 Nov 2026: the MCP server “oko-store” with seven tools, and an open API with an OpenAPI 3.1 description; not deployed. Change 178, 13 Nov: the read-only demo server.
  3. 8Recorded session, 13 Nov 2026: an AI assistant connected to the live demo server mcp.oko-vision.capyverse.com ↗; search_products found 47 swimwear pieces and returned 6.
  4. 9OKO code: the new app (test build); photo match by colour, change 167; the glass look, change 177, in review; the classic site's shop-link panel, marked “Not live yet”.
  5. 10Speed measurements, 13 Nov 2026: 5 cold runs each, median, same test server and connection. Method on the Speed section.
  6. 14Engagement plan, version 9 Nov 2026: two documents, Engagement features ↗ (11 pages) and Tech spec ↗ (19 pages). Its screens are sketches, not final design.

Public pages, read 13 Nov 2026

  1. 11APD's public site: aprilpoolday.com ↗ Aprilpoolday is an international swimwear brand founded in Thailand in 2013.
  2. 12GQ Apparel's public shop: gqsize.com ↗ product names and photos; 234 products under “All product”.
  3. 13Runway photo: Maaji Swimwear, Mercedes-Benz Fashion Week Swim ↗ by James Santiago, licence CC BY-SA 4.0, shown unchanged.

VisionConnecting AI assistants, brand shops, GQ and the runway list are our proposals to OKO.