Round 1 Winners!
Proof of Usefulness Report

Aapya Solutions

Analysis completed on 3/22/2026

+30
Proof of Usefulness Score
You're In Business

Aapya Solutions presents a theoretically sound concept for solving a genuine retail inventory problem using computer vision and machine learning. However, the submission is riddled with vague, contradictory, and exaggerated claims, such as stating 'everyone' as the target audience and 'most people have used my product' for a niche B2B SaaS. Because there is virtually no verifiable traction and poor supporting evidence, the project falls into the minimal traction category.

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Score Breakdown

Real World Utility+17.5
Audience Reach Impact+0.5
Technical Innovation+2.25
Evidence Of Traction+0
Market Timing Relevance+6
Functional Completeness+0.25
Subtotal+26.5
Usefulness Multiplierx1.15
Final Score+30

Project Details

Description
The lack of real-time inventory intelligence is negatively impacting retail operations, resulting in overstocking, and understocking, higher labor costs, and most importantly poor shopper experience. All of which can lead to both top-line reduction and profitability in businesses with historically slim margins. Vision37 is our SaaS-based platform that leverages image recognition and machine learning to monitor, manage, and alert shop owners in real time about inventory issues. Computer Vision - Low Cost, Low form-factor camera modules and lenses to suit different needs and environments. Real-Time: Monitor and manage your stock to increase profitability and avoid unexpected situations. Improve shopper experience. Addresses blind spots around Customer-facing stock, Brand performance analytics, and Online ordering/delivery. Accessible: Both Wi-Fi and cellular capabilities, enable it to connect to camera modules and the cloud. SKU Analytics: OOS Detection and Prediction of each SKU and location-based analytics. Compliance: Provides planogram for managing merchandising, shopper experience, and optimized shelf view. Onboarding: Simplified Process to set up the monitoring system. UPC Database Access: We have access to a UPC database of 55,000 liquor products which, when combined with real-time intelligence, enables us to create powerful data analytics that our customers can utilize to streamline decision-making around store operations. Ready to revolutionize your retail experience? Contact us today to schedule a demo and discover how Aapya Solutions can transform your stock management strategy. Let's unlock the future of retail together!

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