Round 1 Winners!
Proof of Usefulness Report

Kalo Inc.

Analysis completed on 3/16/2026

+25.18
Proof of Usefulness Score
You're In Business

While the concept of an ML-backed social shopping platform has moderate real-world utility and market relevance, the submission is significantly penalized for highly exaggerated and unsupported claims (e.g., 'everyone' as audience, 'most people have used my product'). The lack of clear revenue or active user metrics, combined with vague technical descriptions and a confusing market cap figure, results in a very low overall credibility and traction score.

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Score Breakdown

Real World Utility+15.00
Audience Reach Impact+2.00
Technical Innovation+3.00
Evidence Of Traction+1.25
Market Timing Relevance+5.00
Functional Completeness+0.25
Subtotal+26.50
Usefulness Multiplierx0.95
Final Score+25

Project Details

Project URL
Description
We are a machine learning backed, social shopping platform. Users can tag product information on their posts while they can also shop directly through the pictures. We are partnering up with brands, designers and private consultants on our platform, so far we have 20000+ partnering merchants and over 3 million fashion and beauty products in our database, which makes us one of the largest shopping and product information platforms in the US. Get feedback, comment on others, check out your friends’ styles and find out information of what your friends’ recent purchases are. If you just want to check out a product quickly, use Kalo as your hand-held "fashion encyclopedia". It's practical and fun. More importantly, be confident in the outfit that fits you, not what you see on professional advertisements. You have more influence in your own social circle than David Beckham or Miranda Kerr, so make the impact today!

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