Proof of Usefulness Report

Milvian Group

Analysis completed on 2/25/2026

+70
Proof of Usefulness Score
You're In Business

The Milvian Group appears to be a legitimate B2B entity with verifiable status as an AWS Advanced Tier Service Partner, offering the 'Aqueduct' facility management platform. However, the submission quality is critically low, containing demonstrably false claims (e.g., 'most people have used my product', audience reach 'everyone') and confusing financial metrics ('marketcap 50000'). While the underlying technology (IoT, Digital Twins) and business model are sound and verifiable externally, the project's evaluation is heavily penalized for the unprofessional and inaccurate data provided in the submission.

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Score Breakdown

Real World Utility+90.0
Audience Reach Impact+10.0
Technical Innovation+80.0
Evidence Of Traction+60.0
Market Timing Relevance+80.0
Functional Completeness+5.0
Subtotal+59.75
Usefulness Multiplierx1.18
Final Score+70

Project Details

Project URL
milvian.group
Description
Milvian Group is an applied technology company, meaning we choose the best technology to solve business problems for our customers. We focus on generative AI, machine learning, and IoT. We adhere to the “Milvian Mark” which encompasses our service commitment and our goal to become the gold standard for service and support in the tech industry. Milvian features several key software products and services, amongst which is Aqueduct. Aqueduct is an AI-powered facility management platform designed to optimize energy, water, and air quality management in commercial, industrial, and institutional buildings. By using generative AI and digital twin technology, it analyzes real-time data from your building systems and automatically detects inefficiencies, anomalies, and potential issues before they result in costly breakdowns or compliance violations. It also generates automated sustainability reports to help businesses achieve their ESG goals more effectively.

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