AI Workflow Builder

AIA Labs

AIA Labs

Designed an LLM-powered reasoning tool that transforms complex data tasks into intuitive chat-based flows for financial analysts to run portfolio investment research.

Category

Category

Category

E2E, AI

E2E, AI

E2E, AI

Company

Company

Company

Bridgewater Associates

Bridgewater Associates

Bridgewater Associates

Year

Year

Year

Q2, 2025

Q2, 2025

Q2, 2025

Project overview

I led the design to transform a highly technical investment portfolio forecast tool into an intuitive workflow that empowers even less tech-savvy financial analysts. By integrating LLMs for natural language guidance and creating a more visually driven interface, I balanced user control with AI assistance to enable faster, clearer data insights.

Process

Under NDA

LLM-powered portfolio forecast tool

Reflection

Design requires careful balance in determining user control levels.

Initially, I proposed a ChatGPT-like solution where users would simply communicate with the platform, and AI would autonomously build workflows, analyze portfolios, recommend stocks, and generate reports. While the client acknowledged this as the ideal future direction, they emphasized that users currently need the ability to manually input data and maintain direct control over portfolio assets. I adapted my design strategy to retain the workflow builder as the primary interface while positioning AI as an intelligent assistant feature.

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