Proof of Usefulness Report

Energy Adaptive Networks

Analysis completed on 1/24/2026

+405
Proof of Usefulness Score
Certified Problem Solver

Energy Adaptive Networks (EAN) is a legitimate, research-backed project with origins at Caltech, focusing on critical smart grid and IoT infrastructure. Independent verification confirms it received NSF funding (~$150k) and appears to be the precursor to or associated with 'PowerFlex', a successful EV charging entity acquired by EDF Renewables. However, the submission itself is of extremely low quality, containing hyperbolic claims (e.g., 'most people have used my product'), vague audience definitions ('everyone'), and confusing financial metrics ('marketcap 500000'). While the underlying technology and real-world impact are substantial, the score is penalized heavily for the poor quality of the provided data.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+20.0
Technical Innovation+135.0
Evidence Of Traction+70.0
Market Timing Relevance+85.0
Functional Completeness+10.0
Subtotal+410
Usefulness Multiplierx0.99
Final Score+405

Project Details

Project URL
Description
Energy Adaptive Networks (EAN) develops and deploys IoT gateways and applications based on Caltech research. EAN brings control and optimization technologies to the power grids to make energy accessible at any time, any place, and on any device. To find out more, visit EANLabs.com or contact us at enescu@alumni.caltech.edu

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