Proof of Usefulness Report

Collinear AI

Analysis completed on 1/24/2026

+48

Proof of Usefulness Score

You're In Business

The submission contains highly suspect and hyperbolic claims, such as 'most people have used my product' and an 'all time marketcap' of 500,000 for revenue, which undermines credibility. Search results yield no evidence of the product 'SwiftKeeper' or a 30-person team associated with Collinear AI. The project appears to be in a pre-launch or conceptual phase with significant discrepancies in the provided data.

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Score Breakdown

Real World Utility+2.50

Audience Reach Impact+0.00

Technical Innovation+0.75

Evidence Of Traction+0.00

Market Timing Relevance+1.50

Functional Completeness+0.00

Subtotal+47.5

Usefulness Multiplierx1.01

Final Score+48

Project Details

Project URL

collinear.ai

Description

Collinear AI is committed to enabling your LLMs to authentically reflect your distinct values and offerings, ensuring they don't produce generic ChatGPT-style responses. Our mission is to unleash the full potential of AI, surpassing current limitations and expectations.

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