ML-Powered Assignment Rules

// Overview

Cast AI's Kubernetes platform had powerful optimization tools—but most users never touched them. I designed an ML-powered flow that makes the right configuration feel automatic.

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More Projects

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More Projects

Assignment Rules Suggestions

SaaS

Growth

PropTech

Assignment Rules Suggestions

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Assignment Rules Suggestions

Designed an ML-powered suggestion system that made complex Kubernetes configuration feel automatic. Three-layer progressive disclosure — AI suggests, humans decide.

Visual AI Orchestration Platform

SaaS

Growth

PropTech

Visual AI Orchestration Platform

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Visual AI Orchestration Platform

Designed an AI workflow platform that unified fragmented creative operations into a single drag-and-drop interface. Non-technical & technical teams could now build complex AI pipelines with smart checkpoints for human review and real-time execution visibility—transforming how enterprise clients approach AI-powered content creation.

Hardware Version Control System

SaaS

Growth

PropTech

Hardware Version Control System

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Hardware Version Control System

Redesigned Apple's internal tool for managing hardware specifications across global supply chain operations. Engineering Program Managers were drowning in version chaos—multiple Excel files, unclear revision history, vendor miscommunication. I introduced intelligent diff views, keyboard-first editing, and real-time synchronization to create a single source of truth.

Network Coverage Visualization

SaaS

Growth

PropTech

Network Coverage Visualization

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Network Coverage Visualization

Turned terabytes of network data into an intuitive map for the world's largest decentralized wireless network. Hexagon-based progressive disclosure.

Referral Program Optimization

SaaS

Growth

PropTech

Referral Program Optimization

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Referral Program Optimization

Transformed an underperforming growth channel through systematic experimentation. Discovered that removing options increased engagement — clarity beats complexity.

Fringe Sports

SaaS

Growth

PropTech

Fringe Sports

SaaS

Growth

PropTech

(2024)

SaaS

Growth

PropTech

Fringe Sports

For Fringe Sports, we broke away from the typical sports advertising mold. Instead of the usual high-energy, competitive narrative, we highlighted the quirky side of lesser-known sports, celebrating the fun and unpredictability that make them unique. It was a fresh, bold approach that gave these sports the spotlight they deserve.