Proof of Usefulness Report

iReason, LLC

Analysis completed on 2/3/2026

+60

Proof of Usefulness Score

You're In Business

iReason LLC is a verifiable research and development entity based in North Macedonia, specializing in AI, NLP, and biomedical data processing. The team comprises academic experts (professors and researchers) with published work in IEEE Access and grant-funded projects like 'OpenBrain' and 'HYPO' (hypertension monitoring). However, the submission itself is of very low quality, containing hyperbolic and demonstrably false claims regarding traction (e.g., 'most people have used my product'). While the technical innovation is high (custom hardware and low-resource language models), the lack of commercial user data and the poor quality of the input severely limit the score. The project falls into the 'minimal traction' category but shows high technical potential.

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Score Breakdown

Real World Utility+20.0

Audience Reach Impact+3.0

Technical Innovation+20.25

Evidence Of Traction+3.75

Market Timing Relevance+8.0

Functional Completeness+0.25

Subtotal+55.25

Usefulness Multiplierx1.08

Final Score+60

Project Details

Project URL

http://www.ireason.mk

Description

iReason LLC is a Research & Development company established in accordance with the latest requirements for intelligent systems in the society. iReason LLC is led by seniors in the field of Artificial Intelligence and Data Science who have visible, valued and rich research experience in applied data science and creating intelligent systems in the field of biomedical data processing, bioinformatics, natural language processing, speech recognition and speech synthesis, Deep learning, Machine learning, and in real-world systems that integrate embedded intelligent models. The management team of iReason LLC consists of two senior researchers/developers - co-founders of iReason. Some of our most valuable and original methodologies have evolved to products. More information is provided at our web page.

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