Round 1 Winners!
Proof of Usefulness Report

SIBO

Analysis completed on 3/24/2026

+91.375
Proof of Usefulness Score
You're In Business

The SIBO project addresses a valid e-commerce problem with AI fashion recommendations but provides highly exaggerated and unsubstantiated claims regarding traction ('most people have used my product'). The claimed market cap of 2.5M lacks corresponding active user data or clear revenue metrics, reducing credibility. Response quality is poor, with vague target audience definitions ('everyone') and missing technical details. The final score reflects minimal verifiable traction and poor submission quality.

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Score Breakdown

Real World Utility+50
Audience Reach Impact+10
Technical Innovation+15
Evidence Of Traction+6.25
Market Timing Relevance+25
Functional Completeness+1.25
Subtotal+107.5
Usefulness Multiplierx0.85
Final Score+91

Project Details

Project URL
Description
SIBO is a startup building the most complex styling formula to recommend fashion products to users. Using Artificial Intelligence and Machine Learning, Sibo enables brands and retailers to stay ahead of today's challenging market. Please visit our website: www.sibo.app Connect with us on social medias: - Facebook: https://www.facebook.com/SiboStyle/ - Instagram:https://www.instagram.com/sibo_style/ - Pinterest:https://www.pinterest.com/isibostyle/?autologin=true Please communicate with us by email: info@sibo.app

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