Round 1 Winners!
Proof of Usefulness Report

Docebo

Analysis completed on 3/11/2026

+575.9
Proof of Usefulness Score
Industry Mainstay

Docebo is a widely adopted, publicly traded enterprise Learning Management System with massive real-world scale, a team of 3,000, and proven utility. While the verifiable company data commands a very high base score, the submission itself is extremely low-effort, featuring vague and hyperbolic claims ('everyone', 'most people have used my product') that resulted in substantial quality multiplier penalties.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+90
Technical Innovation+60
Evidence Of Traction+118.75
Market Timing Relevance+42.5
Functional Completeness+5
Subtotal+553.75
Usefulness Multiplierx1.04
Final Score+576

Project Details

Project URL
Description
Docebo is the world's most powerful learning platform, built for the business of learning. Docebo helps organizations around the world deliver scalable, personalized learning to customers, partners, and employees, driving productivity, engagement, revenue, and growth. The Docebo platform is stable and intuitive, with innovative technology for content generation, automation, and analytics, along with the industry's most advanced AI capabilities. This enables businesses to create and manage content, effectively train diverse audiences, and measure the impact of their learning programs–all from one single platform. Docebo has offices in Canada (Toronto, Ottawa), the US (Athens, Atlanta), Italy (Biassono, Lombardy), London, Paris, Munich, and Dubai. Imprint: https://www.docebo.com/company/imprint/

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