AI Platform · Distribution · Operations

Quantu — End-to-End Product Design for AI-Powered Distribution.

Designing the decision layer that turns fragmented distributor data into explainable, actionable intelligence — in minutes, not hours.

My Role

UX/UI Lead

Deliverables

iOS Mobile App · Web-based Platform

Tools

Figma · Prototyping · Design System

Industry

AI · Distribution · Operations

The Problem

Decision latency is silently costing distributors millions.

Mid-market distributors of time-sensitive goods face a structural problem: the daily decisions that protect margin — replenishment, allocation, aging inventory, pricing approvals — are made across disconnected systems. ERP, WMS, EDI, CRM. Each holds part of the picture. None communicate fast enough.

By the time insights reach the operations or sales teams who need to act on them, the window has already closed. Goods expire. Shelves go empty. Revenue walks out the door.

The Solution

One platform. Explainable AI. From insight to execution.

Quantu collapses the gap between data and action. The platform connects decentralized systems, synthesizes signals in real time, and surfaces explainable recommendations — not just outputs — to the people who can act on them.

The design challenge was building a product that a distribution manager trusts under pressure: fast to read, clear to act on, and transparent enough to build confidence in the AI's reasoning from day one.

Core Problem

Hours spent assembling context that should take seconds.

When teams spend the first two hours of their day pulling data from multiple systems just to understand what happened yesterday, operational decisions become reactive — not strategic. The cost compounds quickly.

Decision latency creates four compounding failure modes.

Each represents recoverable margin and revenue — if the right information reaches the right person fast enough to act.

  • Expiry waste — time-sensitive goods expire before reallocation
  • Stockouts — demand signals missed before shelves go empty
  • Margin leakage — slow pricing approvals leave money on the table
  • Missed sell-through — promotional windows close without action
Design Principles

Four principles that shaped every product decision.

Explainability

AI recommendations that show their reasoning. Operators act faster when they understand why, not just what.

Speed to Action

Every screen is designed around a decision. From recommendation to approval to execution — friction removed at every step.

Operational Clarity

Complex data presented at the right granularity for the right role. Managers see strategy. Reps see their next move.

Closed Loop

Recommend → Approve → Execute → Measure. The platform tracks outcomes, so every decision improves the next one.

Process

From operational chaos to a coherent product system.

01

Discovery & Systems Mapping

Deep-dive into distributor workflows across sales, operations, and logistics. Mapped the full decision-making lifecycle — from data ingestion to field execution — to identify where latency actually lives.

02

Platform Architecture

Designed the information architecture and role-based access model for both the mobile and web surfaces — ensuring each user type sees exactly the context they need, nothing more.

03

Product Design & Prototyping

High-fidelity UI across mobile and web, iterating with distributor teams through structured testing sessions. Refined the AI recommendation cards, approval flows, and dashboard hierarchy until decisions felt obvious.

The Platform Design

A visual system built for operators under pressure.

The design system had to work across two surfaces — a web-based management dashboard for planners and executives, and a mobile app for field sales and operations teams. Both needed to feel like the same product, while serving radically different use cases and contexts.

The dashboard prioritizes information density without visual noise: data grouped by decision urgency, color-coded risk signals, and recommendation cards that surface the AI's reasoning inline. The mobile experience strips context to its essentials — the action, the impact, and one tap to approve.

Quantu platform mockup
Product Screens

Mobile and web — designed as one system.

Every screen across the platform shares the same underlying logic: surface the most important decision, provide just enough context to act, and make approval effortless. Here's the system at full resolution.

Quantu screen 1
Quantu screen 2
Quantu screen 3
Quantu screen 4
Quantu screen 5
Quantu screen 6

A product that turns data latency into recovered margin.

Quantu delivers a complete product design system — from field mobile to executive web dashboard — that compresses decision time from hours to minutes. The AI recommendation layer is transparent, actionable, and built to improve with every cycle. Operators gain confidence. Revenue stops leaking.

E2E
Full end-to-end product design — research through production-ready UI
Platform surfaces — mobile iOS and web-based dashboard, one design system
Min.
Decision time reduced from hours to minutes through AI-driven recommendation flows
ROI
Closed-loop tracking connects every decision to measurable margin and revenue impact
Previous Case
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