Proof of Usefulness Report

Cabina.AI

Analysis completed on 2/4/2026

+192
Proof of Usefulness Score
Gaining Momentum

Cabina.AI is a functional 'AI aggregator' platform that addresses subscription fatigue by unifying models like GPT, Claude, and Gemini. While the project has verified utility and a small user base (reviews on Futurepedia/Trustpilot), the submission quality is extremely poor, containing false claims of universal adoption ('most people'), invalid contact data, and generic descriptions. The score reflects a 'small but promising' tool, heavily penalized for the submitter's lack of credibility.

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Score Breakdown

Real World Utility+75.0
Audience Reach Impact+10.0
Technical Innovation+22.5
Evidence Of Traction+18.75
Market Timing Relevance+80.0
Functional Completeness+2.5
Subtotal+208.75
Usefulness Multiplierx0.92
Final Score+192

Project Details

Project URL
https://cabina.ai
Description
Cabina.AI is a technology company that specializes in developing advanced artificial intelligence solutions. With a focus on innovation and efficiency, Cabina.AI offers a range of AI-driven products and services designed to enhance business operations and decision-making processes. The company leverages cutting-edge machine learning algorithms and data analytics to provide customized solutions that cater to the unique needs of various industries. By integrating AI technology, Cabina.AI aims to empower businesses to optimize their performance, improve customer experiences, and drive growth in an increasingly digital world.

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