11Retail & Spirits

Point at the bottle.Know everything.

The Daily Pour turns a phone camera into a spirits scanner: point at a label or barcode in-store and get identification, tasting notes, pricing and availability instantly.

SwiftKotlinCoreMLNode.jsAWS
The Daily Pour — Retail & Spirits app designed and built by WVE Labs
The Daily PouriOS · Android

2

scan modes — label and barcode

On-device

detection for instant feedback

In-store

tested under real shelf lighting

The Challenge

What made it hard.

Store lighting is bad, labels are curved and reflective, and shoppers will not wait more than a second or two for a result.

Our Approach

How we built it.

We combined on-device vision for label detection with a barcode fallback, aggressive image pre-processing, and a matching service that resolves close variants and vintages.

Inside the build6 core features

Shipped features,not a wishlist.

01

Dual label and barcode scanning modes

02

On-device detection with server-side matching

03

Tasting notes, ratings and pricing

04

Scan history and saved bottles

05

Low-light capture guidance overlay

06

Nearby availability lookup

How it ran

Discovery to launch,one accountable team.

    01

    Discovery

    In-store scanning trials across lighting and shelf conditions.

    02

    Design

    Camera-first interface with capture guidance.

    03

    Build

    Vision pipeline, matching service and catalogue data.

    04

    Launch

    Retail pilot then public store release.