Proof of Usefulness Report

Flieber, Inc.

Analysis completed on 1/21/2026

+433
Proof of Usefulness Score
Certified Problem Solver

Flieber is a legitimate, venture-backed (Series A) inventory optimization platform that addresses a critical need in e-commerce supply chains with AI. However, the project submission itself is of extremely low quality, containing verifiable falsehoods regarding audience reach ('everyone') and traction ('most people have used my product'). While the underlying technology and business model are strong—likely exceeding the calibration reference in pure market value—the final score is heavily penalized due to the lack of credible data provided in this specific application.

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Score Breakdown

Real World Utility+212.5
Audience Reach Impact+20.0
Technical Innovation+105.0
Evidence Of Traction+62.5
Market Timing Relevance+90.0
Functional Completeness+2.5
Subtotal+492.5
Usefulness Multiplierx0.88
Final Score+433

Project Details

Project URL
Description
Flieber's SaaS platform leverages AI to provide tools that not only give you full visibility of your future inventory availability, but also help you improve your demand forecasting and inventory replenishment decisions.

Algorithm Insights

Market Position
Strong market validation with clear user adoption patterns
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