Proof of Usefulness Report

Cogniflow

Analysis completed on 1/18/2026

+60
Proof of Usefulness Score
You're In Business

Cogniflow is a verified, functional no-code AI platform with established market presence, including a past feature on AppSumo and positive G2 reviews. The tool offers genuine real-world utility by allowing non-technical users to build custom AI models. However, the project submission itself was of extremely low quality, containing hyperbolic false claims (e.g., 'most people have used my product') and lacking verifiable data. While the project is legitimate and has verifiable traction (estimated 1k-10k users), the 'Proof of Usefulness' score is heavily penalized due to the submitter's failure to provide accurate evidence to support the 'Reach' and 'Traction' criteria.

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Score Breakdown

Real World Utility+20
Audience Reach Impact+6
Technical Innovation+10
Evidence Of Traction+8
Market Timing Relevance+8
Functional Completeness+0
Subtotal+54
Usefulness Multiplierx1.10
Final Score+60

Project Details

Project URL
Description
Cogniflow helps entrepreneurs to boost productivity using AI and no-code.
Audience Reach
everyone
Target Users
everyone
Technologies
Productivity, Machine Learning
Traction Evidence
most people have used my product

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