Proof of Usefulness Report

deeplearning.ai

Analysis completed on 2/5/2026

+685
Proof of Usefulness Score
Category Standard

The project 'deeplearning.ai' is a verified, industry-leading education platform founded by Andrew Ng with verifiable revenue (~$78M) and massive global traction. However, the submission itself ('CrimsonClaw') is of extremely low quality, containing hyperbolic claims ('everyone', 'most people') and inaccurate financial terminology ('marketcap: 17000000'). The score reflects the immense real-world value of the entity while penalizing the submission's lack of professional evidence.

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Score Breakdown

Real World Utility+237.5
Audience Reach Impact+144.0
Technical Innovation+112.5
Evidence Of Traction+112.5
Market Timing Relevance+95.0
Functional Completeness+2.5
Subtotal+704
Usefulness Multiplierx0.97
Final Score+685

Project Details

Project URL
Description
DeepLearning.AI is making a world-class AI education accessible to people around the globe. DeepLearning.AI was founded by Andrew Ng, a global leader in AI.

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