Proof of Usefulness Report

Leviatan

Analysis completed on 3/23/2026

+184

Proof of Usefulness Score

Gaining Momentum

Leviatan operates as a B2B AI and software development agency with a reported 125 employees and 50+ annual projects. While their focus on digital transformation and applied AI carries significant real-world utility and market relevance, the submission is heavily compromised by inflated or unsupported claims ('most people have used my product', 'everyone' audience) and confusing financial metrics ('all time marketcap: 500000'). Because they act as a services agency rather than a scalable consumer product, the hyperbolic traction claims resulted in low quality-factor multipliers.

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Score Breakdown

Real World Utility+75

Audience Reach Impact+15

Technical Innovation+45

Evidence Of Traction+12.5

Market Timing Relevance+50

Functional Completeness+2.5

Subtotal+200

Usefulness Multiplierx0.92

Final Score+184

Project Details

Project URL

leviatan.io

Description

LEVIATAN is a data science expert and a software engineering specialist. With its headquarters in the heart of the Alps, LEVIATAN guides its clients through their digital development and transformation projects with high technological added value. Thanks to its applied research laboratory in Artificial Intelligence, LEVIATAN now offers three areas of expertise based on Data Science, software and application development, and process automation and digitalisation. LEVIATAN has built up strong expertise in the automatic natural language processing (NLP) and artificial vision, in Machine Learning and Deep Learning (self-learning algorithms and neural networks), in data classification and development of predictive tools, as well as in the development, testing and deployment of IA based algorithms. LEVIATAN manages more than fifty digital innovation development projects every year for clients in France and abroad.

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