Proof of Usefulness Report

Major Kalshi Classes Pvt

Analysis completed on 1/24/2026

+373
Proof of Usefulness Score
Certified Problem Solver

Major Kalshi Classes is a verifiable, established educational institution in India with significant traction (approx. $1M annual revenue, 1.4M+ YouTube subscribers, 500k+ app downloads). However, the submission quality is extremely poor, containing vague claims ('most people have used my product') and inaccurate audience definitions ('everyone'). While the business fundamentals place it in the 'Comparable Scale' tier (250-400), the lack of effort in the submission and absence of verifiable data provided by the user necessitate heavy penalties on the Quality Factors, preventing a higher score.

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Score Breakdown

Real World Utility+140.0
Audience Reach Impact+70.0
Technical Innovation+45.0
Evidence Of Traction+75.0
Market Timing Relevance+60.0
Functional Completeness+2.5
Subtotal+392.5
Usefulness Multiplierx0.95
Final Score+373

Project Details

Description
Major Kalshi Classes Pvt Ltd, accessible through majorkalshiclasses.com, is a premier educational institution in India specializing in preparing students for defense-related competitive exams. The company offers comprehensive coaching and training programs for various defense entrance exams such as NDA, CDS, AFCAT, and SSB interviews. With a focus on delivering quality education, Major Kalshi Classes provides a blend of experienced faculty, structured curriculum, and modern teaching methodologies to help aspirants achieve their goals of joining the Indian Armed Forces. The institution is known for its commitment to excellence and has a track record of producing successful candidates who go on to serve the nation.

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