Proof of Usefulness Report

Windsor.ai

Analysis completed on 2/2/2026

+201
Proof of Usefulness Score
Gaining Momentum

Windsor.ai is a verified, revenue-generating B2B SaaS (est. $650k-$1M+ ARR) solving a clear data integration problem. However, the project submission itself is of extremely poor quality, containing false claims ('audienceReach: everyone', 'evidenceOfTraction: most people have used my product') and missing data. While independent verification confirms the project's legitimacy and traction (growing customer base, positive G2 reviews), the score is penalized due to the submission's lack of credibility and the niche nature of the B2B audience compared to broader mass-market benchmarks.

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Score Breakdown

Real World Utility70.8 pts
Audience Reach Impact26.6 pts
Technical Innovation32.5 pts
Evidence Of Traction49.9 pts
Market Timing Relevance28.3 pts
Functional Completeness0.8 pts
Subtotal+208.9
Usefulness Multiplierx0.96
Final Score+201

Project Details

Project URL
Description
Windsor.ai is a data-focused B2B SaaS company growing fast. We are building a data-platform connecting all marketing data and make it easy to use for optimizing marketing spend.

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