Proof of Usefulness Report

ShelfHero.ai

Analysis completed on 2/19/2026

+33
Proof of Usefulness Score
You're In Business

ShelfHero.ai presents a professional concept for an FMCG B2B platform, backed by a registered UK entity (Shelf Hero Holding Ltd). However, the submission quality is critically low, containing demonstrably false claims (e.g., 'most people have used my product'), vague inputs ('everyone'), and confusing financial metrics ('marketcap: 500000'). While the problem space is valid, the lack of verifiable traction and the unserious nature of the submission result in a score reflecting a high-risk, early-stage concept with no proven utility.

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Score Breakdown

Real World Utility+17.50
Audience Reach Impact+1.00
Technical Innovation+2.25
Evidence Of Traction+0.00
Market Timing Relevance+7.50
Functional Completeness+0.25
Subtotal+28.5
Usefulness Multiplierx1.15
Final Score+33

Project Details

Project URL
shelfhero.ai
Description
ShelfHero.ai is an AI-powered platform reshaping the future of B2B sales in the fast-moving consumer goods (FMCG) sector. Built exclusively for manufacturers and retail buyers, we deliver intelligent automation to streamline product discovery, optimize sourcing decisions, and accelerate commercial growth. The FMCG industry, while massive, remains deeply fragmented and under-digitized — especially when it comes to how manufacturers connect with retailers. ShelfHero.ai addresses this gap with a focused, vertical solution designed for the realities of modern trade. We understand the pain points: inefficient sales workflows, missed opportunities, and limited data visibility. Our technology transforms them into seamless, AI-enhanced processes. What makes us different is precision. We are not a generalist sales platform. We are building purpose-specific tools — tailored to the rhythms and constraints of FMCG — with embedded intelligence at every step. From AI-generated product briefs and opportunity scoring to market-entry insights and trade show follow-ups, ShelfHero.ai enables smarter decision-making, faster deal cycles, and better outcomes for all sides. This is more than automation. This is commercial enablement for a global industry that needs to move faster, scale smarter, and discover better partnerships in real time. The future of FMCG sales isn’t just digital — it’s intelligent.

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