Proof of Usefulness Report

SecureAI Guard

Analysis completed on 2/19/2026

+9
Proof of Usefulness Score
You're In Business

The project addresses a relevant problem (AI security) but exhibits multiple critical red flags indicating it may be vaporware or a deceptive submission. The claim that 'most people have used my product' is demonstrably false for a niche enterprise security tool. The submission lists 'Internet' as the only technology, and the associated 'marketcap' metric suggests a potential cryptocurrency link rather than verified software revenue. External search results link the brand to template-heavy websites and inconsistent team profiles (e.g., EuroTradeX vs. UK filings), suggesting the product likely does not exist in the claimed enterprise capacity.

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Score Breakdown

Real World Utility+15.0
Audience Reach Impact+0.0
Technical Innovation+5.0
Evidence Of Traction+0.0
Market Timing Relevance+35.0
Functional Completeness+5.0
Subtotal+8.5
Usefulness Multiplierx1.08
Final Score+9

Project Details

Description
At SecureAI Guard, we are dedicated to providing enterprise-grade security solutions for language model applications. Our mission is to safeguard AI systems against a wide range of threats, including prompt injection attacks, data exfiltration, and unauthorized access. With a focus on innovation and cutting-edge technology, we ensure secure and compliant interactions for our clients. Products and Services SecureAI Guard offers a comprehensive suite of security solutions designed to meet the unique needs of AI applications. Our key products and services include: 1. Cutting-edge Threat Detection: • Employs a sophisticated blend of machine learning models, heuristic algorithms, & signature-based methods to deliver precise threat identification. • Detects both known and unknown threats, providing comprehensive protection for AI applications. 2. Real-time Analysis: • Delivers sub-millisecond response times for content scanning, ensuring seamless integration with real-time applications. • Enhances user experience and operational efficiency by processing & responding to user prompts instantly. 3. Cloud-Native Compatibility: • Fully compatible with modern cloud-native & serverless architectures. • Allows leveraging the scalability, flexibility, and cost-efficiency of cloud platforms while maintaining robust security measures. 4. Continuous Updates: • Regularly updated detection patterns and algorithms to stay ahead of emerging security challenges and threat vectors. • Proactively incorporates new threat intelligence to provide up-to-date protection. 5. Data Privacy Assurance: • Ensures compliance with data protection regulations & protects against data breaches and unauthorized access. 6. Permission-Based Content Access: • Provides permission-based content access to users on LLM & vector databases, ensuring they only access data they are authorized to view. • Implements Single Sign-On & different access levels based on user profiles, controlling access at the query level.

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