Round 1 Winners!
Proof of Usefulness Report

Takeleft

Analysis completed on 3/24/2026

+200.2
Proof of Usefulness Score
Gaining Momentum

Takeleft addresses a clear need in supply chain management with standard TMS features. However, the submission contains highly exaggerated and unverifiable claims regarding its user base ('most people have used my product', audience reach of 'everyone') and nonsensical revenue figures, severely reducing confidence in its actual traction.

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Score Breakdown

Real World Utility+125
Audience Reach Impact+10
Technical Innovation+45
Evidence Of Traction+5
Market Timing Relevance+40
Functional Completeness+2.5
Subtotal+227.5
Usefulness Multiplierx0.88
Final Score+200

Project Details

Project URL
Description
Overview Takeleft is a real-time collaborative platform that connects people to move things. It enables shippers, brokers and carriers to collaborate and share data in real-time. If one link breaks down during the process, the other parties are informed and will immediately take appropriate actions. Takeleft covers all modes of transportation including TL, LTL, Ocean, Air, Parcel, Last mile and Rail. The Goals - Connect all external and internal carriers into one platform to manage your inbound and outbound freights. - Allow parties involved to know where every piece of the inventory is located in a global and dynamic environment. - Identify supply chain disruption in order to be proactive instead of being reactive. - Run all data into machine learning to understand the issues and delays in order to improve customer’s satisfaction and reduce your transportation’s costs. ROUTE PLANNING Whether you are planning for the day or the week, Takeleft will assist to define your routes. Just add the customer phone number and location. ROUTE OPTIMIZATION Takeleft dynamically and continuously builds optimized routes to ensure the driver arrives on time, based on a variety of constraints. DELIGHT YOUR CUSTOMERS Updated SMS are sent to let customers know when the delivery has started and its ETA. Customers can contact the driver by phone or sms and give instant feedback. ORDERS An integrated calendar to view all the active tasks and identify the busiest days and times. Robust route optimization provided by Google to save you time and money. CUSTOMERS Store customers info, order history, invoices and special rates. Your customers can use the web portal for direct access to personal book address and online booking. BILLINGS Use our billing tools to generate, edit and track payments of invoices. All the transactions are secured and handled by Stripe.

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