Round 1 Winners!
Proof of Usefulness Report

Queryon

Analysis completed on 3/24/2026

+317
Proof of Usefulness Score
Certified Problem Solver

Queryon presents a solid B2B problem-solution fit with real-world utility in data analytics, AI implementations, and MS Power BI consulting. However, the submission includes highly suspicious and exaggerated claims regarding audience reach ('everyone') and traction ('most people have used my product'), lacking verifiable user metrics. While a claimed team size of 125 is notable, the vague financial statement ('marketcap: 2500000') limits confidence, resulting in heavy quality factor penalties for traction and reach.

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Score Breakdown

Real World Utility+175
Audience Reach Impact+5
Technical Innovation+75
Evidence Of Traction+6.25
Market Timing Relevance+70
Functional Completeness+2.5
Subtotal+333.75
Usefulness Multiplierx0.95
Final Score+317

Project Details

Project URL
Description
Queryon is a Microsoft Analytics and AI Consulting firm that makes transformative data solutions accessible to business leaders with limited resources - from executives at mid-market firms to departmental leaders in the Fortune 1000. Our Services Power BI Consulting & Implementation – We help organizations maximize Power BI, building custom dashboards that provide real-time cost, schedule, and risk insights. ERP & Project Data Integration – We connect Primavera, Procore, EcoSys, PRISM, Excel, and other construction ERPs into a single, automated reporting system. Custom Dashboard Development – We design executive-level reports tailored to track financials, risk, and earned value management. Cloud & Data Warehousing – We streamline data pipelines using Azure and Microsoft Fabric to ensure fast, scalable reporting infrastructure. Custom AI Implementation – We develop AI-powered solutions tailored to business needs, integrating machine learning models into reporting systems. Our People We work with CFOs, COOs, Project Controllers, and Financial Teams who need accurate, automated reporting without manual effort. Our consulting ensures: ✅ Faster, more accurate reporting – No more manual Excel work. ✅ Stronger project controls – Get ahead of cost overruns and forecasting errors. ✅ Real-time decision-making – Access live dashboards that update as your projects evolve. ✅ Scalable, future-proof solutions – Designed for AI-driven analytics and long-term growth. If your team struggles with slow, outdated reporting, Queryon is here to fix that.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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