Proof of Usefulness Report

NeuralBlocks

Analysis completed on 2/26/2026

+6
Proof of Usefulness Score
You're In Business

The project appears to be vaporware or an abandoned venture with no verifiable digital footprint. The submission contains significant red flags, including demonstrably false claims of audience reach ('most people have used my product') and 'everyone' as the target demographic. While the stated problem (CSP data automation) has theoretical utility, the lack of specific evidence, the incoherent description ('Automation of end-to-end automation'), and the absence of search results for the project name or URL result in a near-zero score.

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Score Breakdown

Real World Utility+3.75
Audience Reach Impact+0.10
Technical Innovation+0.75
Evidence Of Traction+0.00
Market Timing Relevance+1.00
Functional Completeness+0.25
Subtotal+5.85
Usefulness Multiplierx1.02
Final Score+6

Project Details

Project URL
neuralblocks.ai
Description
Automation of end-to-end automation of the process workflow. Both structure and unstructured data is collected from various sources and actionable insights are drawn. Machine learning technologies provide modern self-service analytics with out-of-the-box reports, dashboards and linkage among the entities of the ecosystem. The platform can be integrated to any network with RestFull APIs functionality and IoT solution to transform CSP’s data into actionable insights that boost revenues, increase lifetime value, reduce time-to-market and streamline processes such as - What do we stop doing? What do we start doing? What do we need to keep doing?

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