Round 1 Winners!
Proof of Usefulness Report

Emma Steenson

Analysis completed on 3/9/2026

-3
Proof of Usefulness Score
Lab Mode

The submission contains highly exaggerated and unverifiable claims ('everyone' as audience, 'most people have used my product', and a nonsensical 'all time marketcap: 500000' for monthly revenue). Coupled with generic descriptions and no specific custom technology listed ('Internet'), the project triggers significant red flags and demonstrates zero verifiable traction, resulting in a negative score.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact-5.0
Technical Innovation+0.0
Evidence Of Traction-25.0
Market Timing Relevance+10.0
Functional Completeness-1.25
Subtotal-2.5
Usefulness Multiplierx1.1
Final Score-3

Project Details

Project URL
Description
Making AI Work helps time-poor business owners simplify operations and reclaim their energy by making AI work for their business. No jargon, no complexity, just clarity, momentum, and results. The Problem We Solve: Most business owners are drowning in operational complexity. They're caught between AI promises and reality, not knowing where to start or how to make technology stick. Mindset shifts aren't enough if your business runs on broken systems and poor processes. That's where time keeps leaking out. Our Solution: We created Making AI Work as a practical, no-nonsense framework to help business owners apply AI in a smart, human-centered way that saves time from day one. This isn't about hype, it's about tangible results through targeted automation of repetitive, low-value work. Our methodology: Identify the problem. Map your opportunity. Pilot in action. Scale what works. All within processes that match your business goals and how your team actually operates. Our Experience: We bring years of experience as business analysts and founders, building systems that remove friction and save time. We've developed automation tools that eliminated errors and saved countless hours, allowing teams to focus on high-value work that drives real results. We've automated chaotic businesses and coached exhausted founders back to effectiveness. We understand what it takes to shift from busy to productive. Our Philosophy: The tech isn't the problem. AI works. The challenge is knowing what to use, how to use it, and how to make it stick in your business. That takes more than tools; it takes guides who understand systems, decisions, and people. We've sat in your seat. We've built, led, and rebuilt. We know what works. Let's make AI work. For your business, your team, and your time.

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