Proof of Usefulness Report

Explore Singapore

Analysis completed on 2/19/2026

+44
Proof of Usefulness Score
You're In Business

Explore Singapore is a technically sophisticated RAG-based engine indexing 30,000+ pages of Singaporean law. The project demonstrates strong engineering capability (triple-AI failover, custom embeddings) and is well-documented via a recent HackerNoon article. However, it currently functions as a portfolio demo rather than a live product, with negligible user adoption (approx. 200 web views) and no revenue. High potential as a specialized tool, but currently lacks business traction.

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Score Breakdown

Real World Utility+60.0
Audience Reach Impact+15.0
Technical Innovation+78.0
Evidence Of Traction+15.0
Market Timing Relevance+50.0
Functional Completeness+30.0
Subtotal+39.95
Usefulness Multiplierx1.10
Final Score+44

Project Details

Project URL
adityaprasad-sudo.github.io/ExploreSingapore
Description
It helps user navigate through Singaporean laws and infra using RAG architecture and llms
Audience Reach
About 2000 views on GitHub About 200 views on webpage
Target Users
People intrested in how singapore works so seamlessly
Technologies
Other, Gemini,groq,arcee ai, hugging Faces, python, framer
Traction Evidence
https://adityaprasad-sudo.github.io/ExploreSingapore/explore-singapore https://adityaprasad-sudo.github.io/ExploreSingapore/ https://github.com/adityaprasad-sudo/ExploreSingapore

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