Proof of Usefulness Report

Decasonic

Analysis completed on 1/19/2026

+271
Proof of Usefulness Score
Gaining Momentum

The submission conflates two distinct entities: 'Decasonic' (a Web3 VC fund) and 'Spar Systems' (a deep-tech waste heat energy company). Search verification confirms Spar Systems (SilentGale technology) has received a DOE grant and partnered with Oak Ridge National Labs, indicating high technical validity. However, the submission metadata (e.g., 'most people have used my product', 'blockchain' tags, 'everyone' audience) is contradictory and false. The score reflects the high potential of the verifiable waste heat technology, heavily penalized for the incoherent submission and lack of commercial traction.

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Score Breakdown

Real World Utility+140
Audience Reach Impact+10
Technical Innovation+96
Evidence Of Traction+20
Market Timing Relevance+70
Functional Completeness+2
Subtotal+338
Usefulness Multiplierx0.80 (Penalty for conflicting entity data)
Final Score+270

Project Details

Project URL
Description
Spar Systems is developing a revolutionary technology for generating power from low-temperature waste heat. Data centers, with their large energy consumption and low-temperature thermal waste, are the primary beachhead market. We estimate potential impact of millions of metric tons of CO2 abatement and 100s of terawatt-hours of energy savings through this technology. We have received a DOE grant to develop this patented technology to commercial readiness. We also have an active partnership with Oak Ridge National Labs and recently closed our first round of pre-seed financing. \n\nWe are looking for leading engineers to join our team and accelerate the development and commercialization of this technology. This role is for the Lead Computational Physicist. \n\nYou will be responsible for analytical and numerical analyses of concept designs. You will use deep knowledge of mechanical physics, especially fluids, turbomachines and aerodynamics to rapidly analyze designs and develop performance estimates. You will also develop and run computational models, primarily CFD, to test concepts and optimize them. A combination of systematic thinking, engineering tinkering, imagination and pragmatic decision making is necessary. Being able to quickly learn new skills and expand your capabilities is a must. But above all, having a natural intuition for solving technical problems is the core skill requirement. \n\nSpecific skills expected, though not required, include: CAD modeling, CFD, general numerical analysis, multiphysics modeling, product engineering and hardware commercialization. Advanced training in mathematical sciences is expected for this position, such as a PhD in Mechanical Engineering, Applied Physics or related fields. Equivalently, for non-PhD candidates, a track record of advanced work and original contributions (papers, patents) in relevant fields will be highly valued. You will have access to the full suite of Siemens CAE tools including STAR-CCM+, Simcenter 3D, Amesim, NX etc. \n\nYou will get early equity in the company, with potential for founder level impact. Selected candidates will be those who we see as part of our mission for the next 5-10 years. \n\nPosition can be potentially remote, but candidates located in the greater NYC area (within 1.5 hours of NYC) will be preferred.
Audience Reach
everyone
Target Users
everyone
Technologies
Energy Solutions, Blockchain, Banking
Traction Evidence
most people have used my product

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