Proof of Usefulness Report

Do Labs

Analysis completed on 2/27/2026

+31
Proof of Usefulness Score
You're In Business

The project 'Do Labs' (submitted by 'ThunderShade') presents as an IoT consultancy but suffers from severe credibility issues. The submission claims 'most people have used my product' and lists an audience of 'everyone', which are factual impossibilities for a small B2B firm. While the domain 'dolabs.io' exists, it displays a generic AI consulting template that contradicts the IoT focus described in the input. The 'marketcap: 50000' revenue figure is incoherent. verifiable traction is non-existent, and the project appears to be a low-effort or test submission with no significant real-world utility.

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Score Breakdown

Real World Utility+15.0
Audience Reach Impact+2.0
Technical Innovation+4.5
Evidence Of Traction+0.0
Market Timing Relevance+10.0
Functional Completeness+1.0
Subtotal+32.5
Usefulness Multiplierx0.95
Final Score+31

Project Details

Project URL
dolabs.io
Description
The Do Labs is a turnkey solution development and consulting company with focus on software development. We provide highly customized Internet of Things solutions to industrial manufacturing companies to help them increase competitive advantage with an IoT product. For IoT solution providers, we serve as a technology partner, leveraging our deep knowledge in computer networking and embedded systems to help them accelerate their product roadmap.

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