Round 1 Winners!
Proof of Usefulness Report

Stelets LLC

Analysis completed on 3/23/2026

-74.81
Proof of Usefulness Score
Lab Mode

Stelets LLC is presented as a software development and AI agency but is penalized heavily for major red flags and unsupported claims. Assertions such as 'most people have used my product' for a 2023 agency with 'everyone' as its audience are highly unrealistic. The $2.5M 'all time marketcap' metric is vague and unverifiable for an LLC. These exaggerations, combined with a keyword-stuffed, generic service list rather than a tangible product, result in a negative score, aligning strictly with the 'no verifiable traction or red flags' calibration tier.

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Score Breakdown

Real World Utility+25
Audience Reach Impact-30
Technical Innovation+3.75
Evidence Of Traction-75
Market Timing Relevance+10
Functional Completeness-12.5
Subtotal-78.75
Usefulness Multiplierx0.95
Final Score-75

Project Details

Project URL
Description
Stelets LLC (Headquarters in California) is a software development company that specializes in computer vision, artificial intelligence, and machine learning. Additionally, Stelets LLC offers complete web and mobile app development services, from an initial concept to a live application. We build and promote digital products and help companies achieve their goals with impactful industry-specific software solutions. Service Include: Human in the loop services HITL Computer Vision AI and Machine Learning - Data Annotation/ Labelling - Data Annotation Documentation (Taxonomy/Ontology) - NLP Natural language processing - Object Detection - Image Recognition - Feature Extraction - Segmentation - Image Restoration - Computer Vision Algorithms - Deep Learning - Convolutional Neural Networks (CNN) - Recurrent Neural Networks (RNN) - Generative Adversarial Networks (GAN) - Facial Recognition - Optical Character Recognition (OCR) - Data Augmentation - Image Enhancement - Image Classification - Video Analytics - 3D Reconstruction - Autonomous Vehicles - Medical Imaging - Robotics Vision - Augmented Reality - Virtual Reality - Human Pose Estimation. - Feature extraction - Feature matching - Motion tracking - Scene understanding UI/UX Design Services - Web App Design - Mobile App Design - Responsive Design - Branding / Brand Identity - Wireframing - Prototyping - Design Systems - Typography - Grid Systems - UX Research - Interaction Design - Usability Testing - User Flows - Accessibility Software Development - Mobile App Development - Web App Development - Mobile Game Design and Development - React - HTML, SCSS, CSS, JS, Typescript - PHP - Laravel - WordPress Digital Marketing - Search Engine Optimisation (SEO) - Search Engine Marketing (SEM) - Social Media Marketing (SMM) - Article Writing - Content Writing - Social Media Marketing and Campaigns

Algorithm Insights

Market Position
Early stage requiring focused development
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