Proof of Usefulness Report

Nosh Technologies

Analysis completed on 1/26/2026

+62
Proof of Usefulness Score
You're In Business

Nosh Technologies (nosh.tech) is a legitimate AI-driven food waste management application developed by an academic team (founded by Somdip Dey). However, the project submission contains significant inaccuracies, conflating the app with a separate cooking robot company and making hyperbolic claims about user reach ('most people'). While the core mission is highly useful and the technical approach (AI expiry tracking) is sound, the verifiable market traction is minimal (<50k estimated downloads) compared to the 'everyone' claim. The project falls into the 'Minimal Traction' category with a penalty for low-quality submission data.

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Score Breakdown

Real World Utility+22.50
Audience Reach Impact+2.00
Technical Innovation+9.00
Evidence Of Traction+4.38
Market Timing Relevance+8.50
Functional Completeness+0.25
Subtotal+46.63
Usefulness Multiplierx1.18
Final Score+55

Project Details

Project URL
nosh.tech
Description
Nosh Technologies, accessible via their domain nosh.tech, is a forward-thinking company specializing in innovative food technology solutions. They focus on leveraging cutting-edge technology to enhance the food industry, offering products and services that streamline food management, reduce waste, and improve sustainability. Nosh Technologies is dedicated to creating smart solutions that empower consumers and businesses to make informed decisions about food consumption and inventory management. Their offerings may include smart kitchen appliances, food tracking apps, and other digital tools designed to optimize the way food is stored, prepared, and consumed.

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