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

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0.1

About Cube

Github for Finance Folks

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0.1

About Cube

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0.1

About Cube

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0.2

The Problem

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0.2

The Problem

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0.3

The Solution

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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.

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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