Round 1 Winners!
Proof of Usefulness Report

Membrace

Analysis completed on 3/17/2026

-52
Proof of Usefulness Score
Lab Mode

The submission contains significant red flags and dubious claims, resulting in a negative score. While AI moderation is a relevant industry problem, the applicant provided highly exaggerated and unsubstantiated statements such as 'most people have used my product' for traction and 'everyone' for audience reach. Furthermore, citing an 'all time marketcap: 2500000' as monthly revenue is nonsensical for an enterprise service. Given the lack of verifiable traction and highly questionable response quality, this submission falls strictly into the unverified/red-flag category.

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Score Breakdown

Real World Utility+25
Audience Reach Impact-10
Technical Innovation+7.5
Evidence Of Traction-75
Market Timing Relevance+10
Functional Completeness-5
Subtotal-47.5
Usefulness Multiplierx1.1
Final Score-52

Project Details

Project URL
Description
We are experts in providing ready-to-go moderation solutions for different industries, and we understand what kind of moderation your brand needs. At Membrace we harness the unlimited potential of the crowd and fast online machine learning and apply a multitude of QA methods to both our human-in-the-loop moderators and our ML models to bring you the most accurate, high-quality results, even for the most uncommon types of violations.. We can easily scale to meet any volume of data , including spikes caused by spam attacks, breaking news, flash mobs, or organic growth. We provide real-time moderation – a necessity for rapidly growing, large-scale, and fast-paced businesses.

Algorithm Insights

Market Position
Early stage requiring focused development
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