Proof of Usefulness Report

Cubode

Analysis completed on 1/19/2026

+24
Proof of Usefulness Score
You're In Business

Cubode is a verifiable UK-based startup founded in 2022, but the submission describes a product ('Visual ML Builder') that the company officially sunset in Q4 2023 to pivot to 'iAmWendi.ai'. While the company raised small pre-seed funding (~$54k) and achieved ~3,000 lifetime users, the submission's claim that 'most people have used my product' is factually incorrect and hyperbolized. The project falls into the 'Minimal Traction' and 'Pivoted/Legacy' category, resulting in a low score due to the submission of a discontinued tool and lack of verifiable current utility.

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Score Breakdown

Real World Utility+40
Audience Reach Impact+10
Technical Innovation+60
Evidence Of Traction+25
Market Timing Relevance+20
Functional Completeness+10
Subtotal+21
Usefulness Multiplierx1.12
Final Score+24

Project Details

Project URL
Description
Cubodeis is a no-code AI upskilling platform that allows analysts to learn and build advanced analytics products simultaneously.
Audience Reach
everyone
Target Users
everyone
Technologies
Analytics
Traction Evidence
most people have used my product

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline