Proof of Usefulness Report

Menteith Ltd.

Analysis completed on 3/10/2026

+103.95

Proof of Usefulness Score

Gaining Momentum

Menteith Ltd. targets a highly specialized and potentially valuable B2B niche (maritime shipping data for AI and modeling). However, the submission suffers from highly contradictory and implausible claims, such as targeting 'everyone' for a niche data service and stating 'most people have used my product'. With an unverified 'marketcap 50000' and no substantive technical or traction details, the project scores poorly on evidence and execution despite being in a relevant market.

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Score Breakdown

Real World Utility+50

Audience Reach Impact+10

Technical Innovation+15

Evidence Of Traction+6.25

Market Timing Relevance+40

Functional Completeness+2.5

Subtotal+123.75

Usefulness Multiplierx0.84

Final Score+104

Project Details

Project URL

menteith.co

Description

Menteith Ltd sources high quality raw data from a trusted global network and provides a bespoke data solution to companies looking for inputs to drive their AI and modelling capabilities and other analytical processes. The data cover both commercial and physical aspects of bulk shipping of crude oil, oil products, dry bulk, LNG, LPG, agricultural products and chemicals.

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