Proof of Usefulness Report

Sourcenergy

Analysis completed on 3/17/2026

+347

Proof of Usefulness Score

Certified Problem Solver

Sourcenergy presents strong technical innovation with 22 U.S. patents and a highly relevant B2B use-case in upstream energy intelligence. However, the submission itself contained highly exaggerated claims regarding audience reach ('everyone') and traction ('most people have used my product') for a specialized B2B enterprise product. Combined with an ambiguous financial metric, the evidence of traction and response quality receive lower quality multipliers, placing the company's valuation slightly above the established benchmark due to its 30-person team size and proprietary IP.

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Score Breakdown

Real World Utility+175

Audience Reach Impact+20

Technical Innovation+120

Evidence Of Traction+31.25

Market Timing Relevance+60

Functional Completeness+2.5

Subtotal+408.75

Usefulness Multiplierx0.85

Final Score+347

Project Details

Project URL

sourcenergy.com

Description

Sourcenergy, (www.sourcenergy.com) an MIT spinout based in Houston, Texas, is the technology leader in upstream energy and water intelligence. Sourcenergy applies artificial intelligence and machine learning to detect, analyze and visualize upstream energy and water activity earlier, more completely and more accurately than other sources, delivering actionable insights through a geospatial data-as-a-service platform. The company has been granted 22 U.S. patents for its innovative energy intelligence methods integrating satellite imagery, mobile geolocation data, regulatory filings and other unconventional data sources and has many of the top U.S. E&P, OFS and minerals investment companies as clients.

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