Proof of Usefulness Report

Forloop.ai

Analysis completed on 1/22/2026

+159
Proof of Usefulness Score
Gaining Momentum

Forloop.ai is a verified, legitimate seed-stage startup ($~900K funding, founded 2021) offering a no-code data pipeline tool for AI. However, the project submission provided contains significant inaccuracies (listing 'construction' as technology, claiming 'everyone' as audience, and asserting 'most people have used my product'). While the underlying technology and market timing are strong, the score is heavily penalized by the poor quality of the submission and the discrepancy between the user's claims and verifiable reality.

Ready to Compete for $150k+ in Prizes?

Move this data into a HackerNoon blog draft to become eligible for your share of $150k+ in cash and software prizes

View All Reports

Score Breakdown

Real World Utility+75.0
Audience Reach Impact+10.0
Technical Innovation+22.5
Evidence Of Traction+21.9
Market Timing Relevance+45.0
Functional Completeness+2.5
Subtotal+176.9
Usefulness Multiplierx0.9
Final Score+159

Project Details

Project URL
Description
Forloop.aiis in the AI Infrastructure Industry

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