Round 1 Winners!
Proof of Usefulness Report

Amendment AI

Analysis completed on 3/17/2026

-47
Proof of Usefulness Score
Lab Mode

Amendment AI's submission contains severe red flags. Despite describing a plausible B2B supply chain forecasting AI, the claims that 'everyone' is the audience and 'most people have used my product' are blatantly false for this niche. Additionally, listing an 'all time marketcap: 2500000' instead of actual revenue demonstrates a lack of transparency and credible traction. Following calibration guidelines, projects with obvious red flags and unsubstantiated traction metrics fall below 0.

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Score Breakdown

Real World Utility+25
Audience Reach Impact-40
Technical Innovation+15
Evidence Of Traction-75
Market Timing Relevance+40
Functional Completeness-10
Subtotal-45
Usefulness Multiplierx1.05
Final Score-47

Project Details

Project URL
Description
Amendment AI provides auto-adaptive analytics capabilities for forecasting and modeling commerce, logistics and supply chain performance in real-time with unprecedented accuracy and results. We believe incremental improvements lead to more profitable business decisions. Powered by generative AI to deliver transformative data analytics, our science-based approach combines ensemble prediction intelligence with composable synthetic sample. Designed to reveal actionable changes that can significantly improve profitability, Amendment AI solutions enable prescriptive insights from historical performance data in the form of affordable, responsive SaaS applications. Our AI is Adaptive Commerce Intelligence and uniquely powerful in that it learns from the data characteristics, patterns and trends embedded within analyzed source data to improve prediction accuracy in each subsequent forecast. We support the democratization of data science, deep and machine learning, and promote the adoption of authentic, science-based AI/ML solutions that solve real-world problems.

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