Proof of Usefulness Report

Sadhaka AI

Analysis completed on 2/16/2026

+8
Proof of Usefulness Score
You're In Business

The submission for Sadhaka AI lacks verifiable existence. The domain 'sadhaka.ai' does not appear in public search indexes, and there is no evidence of the claimed '30 person team' or the project's market presence. The traction claim that 'most people have used my product' is objectively false for a niche B2B cloud tool launched in 2024. The 'marketcap' figure is ambiguous and unsupported. The submission appears to be a conceptual draft or a non-serious entry with significant red flags regarding credibility and accuracy.

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Score Breakdown

Real World Utility+3.75
Audience Reach Impact+0.00
Technical Innovation+1.50
Evidence Of Traction+0.00
Market Timing Relevance+2.50
Functional Completeness+0.25
Subtotal+8
Usefulness Multiplierx1.00
Final Score+8

Project Details

Project URL
sadhaka.ai
Description
Sadhaka AI Platform aims to provide solutions for Cloud and SaaS Automation and Optimization. Sadhaka AI stands out by offering a comprehensive platform that integrates both FinOps and cloud monitoring, providing granular insights for precise optimization. Our Gen-AI Copilot automates tasks, simplifying cloud management from Design, Deployment, Testing, to Troubleshooting, and our focus on SaaS optimization aims to increase customer retention. Ultimately, our vision is to redefine e-commerce for SaaS applications, driving transformative change in the 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