Proof of Usefulness Report

DSW | Data Science Wizards

Analysis completed on 2/3/2026

+320
Proof of Usefulness Score
Certified Problem Solver

The project 'DSW | Data Science Wizards' is a verifiable seed-stage AI company (UnifyAI platform) that recently raised $1.4M at a $16.4M valuation (October 2024). Verified enterprise clients include Canara HSBC and Manipal Cigna, contradicting the submission's vague claim that 'most people have used my product'. The submission contained significant errors, such as the incorrect project name 'WhisperKeeper' and hyperbolic traction claims, which severely impacted the Response Quality score. However, the underlying business demonstrates strong B2B utility, verified funding, and market relevance in the MLOps/Insurance sector, justifying a score comparable to established brands despite the poor application quality.

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Score Breakdown

Real World Utility+21.25
Audience Reach Impact+8.0
Technical Innovation+11.25
Evidence Of Traction+20.0
Market Timing Relevance+9.0
Functional Completeness+0.25
Subtotal+348.75
Usefulness Multiplierx0.92
Final Score+321

Project Details

Project URL
https://www.datasciencewizards.ai
Description
Data Science Wizards (DSW) is a pioneering AI innovation company behind the cutting-edge UnifyAI platform. We enable enterprises to quickly build AI-powered business use cases and seamlessly transition from experimentation to production with reliability and scale. Revolutionising the AI/ML journey, UnifyAI seamlessly navigates every stage from data integration to deployment and monitoring. Our platform streamlines the entire development of your AI/ML value chain use cases- offering an efficient and predictable pathway with reduced operational costs and time-to-production. Whether in Insurance, Banking, Retail, or Manufacturing, UnifyAI tailors AI adoption use cases to meet your business-specific needs. To learn more about the UnifyAI platform, visit www.datasciencewizards.ai now. Accelerate your AI adoption and transform your business with innovation, reduced TCO, and quicker turnaround time.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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