Proof of Usefulness Report

Big Data Federation Inc.

Analysis completed on 2/7/2026

+5
Proof of Usefulness Score
You're In Business

The submission contains critical inconsistencies and credibility red flags. While 'Big Data Federation Inc.' appears to be a registered entity (est. 2015), the submission lists the project name as 'SwiftForge' without explanation. Most damaging is the traction claim 'most people have used my product' for a specialized B2B financial ML tool, which is demonstrably false. The audience definition ('everyone') also contradicts the niche description. The input appears to be a low-effort or erroneous submission.

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Score Breakdown

Real World Utility+10.00
Audience Reach Impact+0.00
Technical Innovation+10.00
Evidence Of Traction+0.00
Market Timing Relevance+15.00
Functional Completeness+5.00
Subtotal+5.75
Usefulness Multiplierx0.87
Final Score+5

Project Details

Project URL
Description
Big Data Federation tackles some of the world’s complex financial and economic challenges. We apply machine-learning technologies to our mass data to generate fundamental forecast for asset managers. Our team comprises a group of technologists, mathematicians, data scientists, industry analysts, economists, and programmers. The company was incorporated in 2015, is headquartered in Silicon Valley, California.

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