Proof of Usefulness Report

LONI

Analysis completed on 1/25/2026

+55
Proof of Usefulness Score
You're In Business

LONI (loni.ai) is a legitimate, venture-backed enterprise network management platform founded in 2021. However, the project submission contains extremely low-quality data and demonstrably false claims (e.g., audience reach 'everyone', traction 'most people have used my product'). While external verification confirms the company's existence, revenue generation, and use of AI/ZeroCode automation, the submission's lack of seriousness and accuracy heavily penalizes the score. The evaluation balances the verifiable real-world utility of the software against the poor quality of the 'proof' provided.

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Score Breakdown

Real World Utility0.25)
Audience Reach Impact0.20)
Technical Innovation0.15)
Evidence Of Traction0.25)
Market Timing Relevance0.10)
Functional Completeness0.05)
Subtotal+48.38
Usefulness Multiplierx1.14
Final Score+55

Project Details

Project URL
Description
LONIis in the Enterprise Networking Industry

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