Creating an AI Variance Analysis with 37% Adoption in 1 Month

COMPANY

Cube

ROLE

Product Design Lead

Product Design Lead

INDUSTRY

Fintech

TOOLS

Figma

PROJECT TYPE

MVP

0.1

About Cube

Github for Finance Folks

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0.1

About Cube

0.1

About Cube

0.2

The Problem

0.2

The Problem

0.3

The Solution

0.3

The Solution

Adoption in 1 Month

37% of Cube Users

Customer Quote

"I love it. That's 2-3 hours of work that I do manually during close."

Adoption That Shaped Cube’s AI Roadmap

Within weeks of launch, 35% of active users adopted the Smart Variance Analysis tool, validating strong demand for faster, AI-driven insights in FP&A workflows. The design helped deliver:


  • A clean, trustworthy UI that integrated naturally into existing workflows

  • A clear hierarchy that made AI-surfaced insights actionable

  • A foundation for future AI features across Cube’s platform

This MVP helped Cube shape its broader AI strategy and demonstrated that even minimal UI—when done right—can drive meaningful engagement.

0.4

Results

Adoption in 1 Month

37% of Cube Users

Customer Quote

"I love it. That's 2-3 hours of work that I do manually during close."

Adoption That Shaped Cube’s AI Roadmap

Within weeks of launch, 35% of active users adopted the Smart Variance Analysis tool, validating strong demand for faster, AI-driven insights in FP&A workflows. The design helped deliver:


  • A clean, trustworthy UI that integrated naturally into existing workflows

  • A clear hierarchy that made AI-surfaced insights actionable

  • A foundation for future AI features across Cube’s platform

This MVP helped Cube shape its broader AI strategy and demonstrated that even minimal UI—when done right—can drive meaningful engagement.

0.4

Results