All work

AI / ML

Massar

AI-powered entrepreneurship orientation platform

2nd place — AI for Entrepreneurship, AINS 4.0 Hackathon

An AI platform that helps entrepreneurs evaluate their startup maturity and navigate their venture journey. I built adaptive AI workflows, a startup maturity classification engine, an explainable scoring system across five business dimensions, a RAG-based resource recommendation engine, and personalized action roadmaps that guide founders toward their next growth stage.

  • Next.js
  • NestJS
  • Python
  • FastAPI
  • RAG
  • LLMs
  • XAI
  • PostgreSQL

Architecture

  • Adaptive AI workflows that branch on a founder's answers rather than running a fixed questionnaire.
  • A startup maturity classification engine that places a venture on a lifecycle stage.
  • An explainable scoring system covering five business dimensions, so a score can be traced to its inputs.
  • A RAG pipeline over a curated resource corpus, recommending material matched to the venture's stage.

My contribution

  • Built the adaptive AI workflows, the maturity classification engine, the explainable scoring system, the RAG-based recommendation engine, and the personalized roadmap generation.

Outcome

  • 2nd place in the AI for Entrepreneurship track at the AINS 4.0 Hackathon.