The Problem
Café owners have no visibility into whether their upsell strategies are working. They know their best-selling items — but not which pairings drive the highest average order value, when slow-moving inventory becomes waste, or how staff performance varies across shifts. Brewly needed an analytics layer that turned POS data into decisions, not just reports.
Sales Report — revenue, waste reduction, and customer retention breakdown
The Solution
Designed and built the Brewly admin dashboard — an analytics platform that tracks profit, AI-generated revenue, labour cost savings, and waste reduction in a single overview.
In-Store Operations — live order flow and bundle performance by shift
Predictive analytics — forecasts upsell performance by item and time window
In-store operations — live view of order flow and bundle performance by shift
Bundles — upsell package management with per-item performance tracking
Menu — full item library with AI recommendation toggles and category filters
Sales reports — revenue, waste, and retention broken down with enough granularity for weekly decision-making
Bundles — upsell package management with performance tracking per item
Every chart was chosen to answer a specific operational question, not to fill space.
My Role
Design Engineer — product design and dashboard engineering over a 3-month engagement (2025).
Tech Stack
Next.js, React, TypeScript, Tailwind CSS
0 likes · 20 views · Jul 15, 2026
Analytics dashboard for cafés: AI upsells, predictive sales, live operations, bundle tracking and sales reports from POS data. 3 months.
Timeline
Apr 1, 2026 - Jul 1, 2026
