Round 1 Winners!
Proof of Usefulness Report

Ezzigroup Inc.

Analysis completed on 3/12/2026

+35.42
Proof of Usefulness Score
You're In Business

The project proposes an AI-driven desktop overlay for technical interviews, but the submission is replete with contradictions and unsubstantiated claims. A launch date of 2010 is impossible for modern AI tooling, technologies are nonsensically listed as 'Internet' and 'Wholesale', and the traction claim that 'most people have used my product' is entirely fabricated. While the market timing for AI tools is relevant, the submission quality is exceptionally poor and the product raises ethical concerns regarding interview integrity, resulting in the lowest quality multipliers across all categories.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+2.0
Technical Innovation+6.0
Evidence Of Traction+1.25
Market Timing Relevance+10.0
Functional Completeness+0.5
Subtotal+38.5
Usefulness Multiplierx0.92
Final Score+35

Project Details

Project URL
Description
Ezzi helps software engineers stay calm, focused, and confident during live coding interviews. It’s a discreet, open-source desktop overlay powered by AI that provides real-time hints, explanations, or full solutions — without showing up on screen shares. Whether you're on Zoom, CoderPad, or solving a take-home, Ezzi acts like an invisible co-pilot that supports you without getting in the way. We built Ezzi because the interview process is broken. Too often, it favors memorization over actual engineering skill — especially for senior devs. Candidates are expected to perform under pressure with none of the tools they use day-to-day. We think that’s outdated. In the real world, engineers use AI tools like Copilot and ChatGPT to work faster and smarter. Interviews should reflect that — not ignore it. Ezzi bridges this gap with a quiet, assistive interface that levels the playing field. And because it’s open-source, anyone can build it, customize it, or self-host it — no hidden code, no lock-in. Our Values ⌛ Respect for your time – No grind marathons. Learn and grow, don’t burn out. 🧠 Real skills over trivia – Interviews should test how you think, not what you memorized. 🔧 Engineers for engineers – Ezzi was born from real interview frustration. 🌍 Open and transparent – Fully open-source. Self-host it, fork it, improve it. 🤖 AI belongs in your toolkit – Using it wisely is part of the job.

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