Proof of Usefulness Report

SheQAI Research

Analysis completed on 2/19/2026

+21
Proof of Usefulness Score
You're In Business

The project represents a legitimate early-stage research initiative (SheQAI Research) led by a PhD founder focusing on Agentic AI for industrial automation, confirmed via external search. However, the submission itself is of extremely poor quality, containing demonstrable falsehoods (claiming 'most people have used my product' for a stealth enterprise tool) and vague data ('Technologies: Internet'). While the underlying technology (Edge AI, Differential Privacy) appears promising and relevant, the lack of verifiable traction, the contradiction between stealth status and claimed mass adoption, and the low-effort input result in a low PoU score.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+7.5
Audience Reach Impact+1.0
Technical Innovation+5.25
Evidence Of Traction+0.0
Market Timing Relevance+8.0
Functional Completeness+0.0
Subtotal+21.75
Usefulness Multiplierx0.98
Final Score+21

Project Details

Project URL
Description
At SheQAI, we develop Safe and Quality AI agent-based solutions for enterprise automation. We are in Stealth mode; we will share more details soon.

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