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Pharma Forecasting Platform

Redesigned an AI-powered forecasting platform for major pharmaceutical clients — translating complex demand analytics into a cohesive, visual-first dashboard for analysts and portfolio managers.

AIHealthcare

Guidehouse: AI Studio – Health (Commercial) · 2024

Concept demo from the Helios forecasting PoC

Overview

The Pharma Forecasting Platform was developed under AI Studio's Health vertical to help major pharmaceutical clients optimize forecasting and market performance. It enables analysts and portfolio managers to visualize real-time demand trends, predict market shifts, and model future scenarios through an intuitive AI-powered interface.

As Lead UI/UX Designer, I led the experience design, visual system, and data visualization patterns, translating complex analytics into a cohesive and scalable platform for pharma decision-makers.

Objective

  • Simplify forecasting workflows for pharma analysts and executives
  • Design modular dashboards that support multiple forecasting models
  • Improve clarity and usability for complex data visualizations
  • Establish a reusable interface standard for future AI Studio health products

Approach

I started by mapping pharma forecasting workflows with the product team to understand how users transitioned between data inputs, predictions, and performance reviews.

Using this insight, I redesigned the experience into three primary views: Market Trends, Portfolio Forecast, and Scenario Modeling, balancing analytical depth with visual simplicity.

Wireframes evolved through iterative stakeholder reviews before moving to a high-fidelity prototype aligned with AI Studio's brand system.

Design Improvements

Streamlined Navigation

Simplified multi-tab navigation into a unified workspace where users could switch between forecasts and models without losing context.

Visual Hierarchy

Introduced color-coded sections and typography scales for clear distinction between key metrics, trend charts, and filters.

Data Visualization Framework

Defined consistent rules for line charts, heat maps, and comparative bars to standardize insights across therapeutic areas.

Interactive Forecast Cards

Created modular forecast cards that summarize KPIs and allow quick scenario toggling.

Responsive Layout

Designed adaptable grid components for desktop and tablet viewing across pharma client environments.

Before and After

Redesigned pharma forecasting dashboard

After: unified dashboard with modular cards, clean data visualizations, and simplified navigation

Pharma forecasting platform design overview

Design overview: transition from dense spreadsheet-style layout to a visual-first workspace

Outcome

  • Delivered a cohesive, visual-first dashboard replacing the dense spreadsheet-style layout
  • Reduced visual noise and accelerated forecasting workflows for pharma decision-makers
  • Established AI Studio's Health vertical design language
  • Enabled consistent expansion into other pharmaceutical and healthcare analytics tools
  • Set the interface standard for future AI Studio health products