Proof of Usefulness Report

scoutbee

Analysis completed on 1/29/2026

+556
Proof of Usefulness Score
Industry Mainstay

Scoutbee is a legitimate, high-value AI procurement platform with significant market traction (Series B, clients like Audi/Siemens). However, the submission itself is of very poor quality, featuring inaccurate claims ('everyone', 'most people') and a suspicious submitter persona ('CrimsonFang'). The score reflects the project's proven real-world utility and scale, heavily penalized by the low-effort and misleading response data.

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Score Breakdown

Real World Utility2.5)
Audience Reach Impact2.0)
Technical Innovation1.5)
Evidence Of Traction2.5)
Market Timing Relevance1.0)
Functional Completeness0.5)
Subtotal+653.8
Usefulness Multiplierx0.85
Final Score+556

Project Details

Project URL
Description
scoutbee’s AI-powered supplier discovery suite helps procurement leaders see deep supplier insights to make more confident buying decisions. Founded in Germany by procurement experts, scoutbee’s customers include companies such as Audi, Siemens, Airbus, Bosch Rexroth, Heidelberg and SEW Eurodrive. scoutbee has sites in Germany and the United States of America.

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