Proof of Usefulness Report

Ailiverse

Analysis completed on 1/5/2026

+64
Proof of Usefulness Score
You're In Business

Ailiverse is a legitimate Singapore-based deep tech startup (Ailiverse Pte. Ltd.) founded in 2022, backed by Entrepreneur First. The team, led by PhDs, develops 'NeuCore' (likely related to the submitted 'AncientClaw'), a computer vision framework leveraging few-shot learning to reduce data requirements by 90%. While the project possesses significant technical merit and verified early traction (pilots, pre-seed funding, ~$10k+ revenue in 2022), the submission itself contained demonstrably false claims ('most people have used my product', 'audience: everyone') and poor quality data, severely impacting the evaluation score. The high technical innovation was overshadowed by the lack of credible evidence provided in the input.

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+20
Audience Reach Impact+4
Technical Innovation+17
Evidence Of Traction+4
Market Timing Relevance+8
Functional Completeness+0
Subtotal+55
Usefulness Multiplierx1.15
Final Score+63

Project Details

Project URL
Description
Ailiverseis in the Computer Vision Industry
Audience Reach
everyone
Target Users
everyone
Technologies
Developer Tools
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