Proof of Usefulness Report

Mountain Vector Energy

Analysis completed on 2/8/2026

+435
Proof of Usefulness Score
Certified Problem Solver

Mountain Vector Energy is a verifiable B2B energy management firm with legitimate traction, managing over $46M in utility spend and serving 868+ locations (including schools and utility providers like PNM). The 'Cufflink' software and its new AI features ('Cufflink Vision') demonstrate technical innovation with granted patents. However, the submission itself contained significant inaccuracies, such as claiming the audience is 'everyone' and that 'most people' have used the product, which contradicts the specialized nature of the business. The revenue claim of 'all time marketcap: 17000000' is non-standard but implies a valuation consistent with a successful small-to-mid-sized business. The project scores well on utility and verified traction, but is penalized for poor submission quality and exaggerated reach claims.

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Score Breakdown

Real World Utility+18.75
Audience Reach Impact+3.0
Technical Innovation+9.75
Evidence Of Traction+12.0
Market Timing Relevance+7.0
Functional Completeness+0.25
Subtotal+50.75
Usefulness Multiplierx0.86
Final Score+435

Project Details

Description
Imagine seeing your utility usage and spend in real time. Mountain Vector Energy works with your Energy Management Team to reduce waste and save money through the optimization of energy and water consumption. We’re unbiased toward the utilization of diverse technologies to solve different problems. We manage 29.6 million square feet and $46.1 million in utility spend across 868 locations for corporate and industrial clients, governments, utility companies, schools and healthcare groups. We are the inventors of Cufflink, the only Energy Visualization System that displays complete utility usage and spend in real time. Cufflink enables our clients to track everything by layering data from multiple sources in a cloud-based software. Cufflink bridges the information gap created by the traditional 30 day billing cycle, providing real time energy usage and data spend for commercial and industrial environments. Mountain Vector Energy is adept with converting vast and layered data sets from a wide variety of existing customer sources to define simple and tangible opportunities to validate energy technology performance and actively reduce waste. We project manage many capital energy conservation projects from ‘zero to one,’ including commercial feasibility assessments, product type selections, scope of work development, customer site selection, technology features selection, quotation review, vendor selection, safety requirements, installation, commissioning, measurement and verification. An important differentiator is our ability to match information with actions and intended results. We work to save our customers money by utilizing the best methods that align with their goals.

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