All work
AI / ML
Massar
Startup assessment and guidance platform
2nd place — AI for Entrepreneurship, AINS 4.0 Hackathon
Founders answer an adaptive set of questions. Massar places their startup at a maturity stage, scores it on five business dimensions with the reasoning shown, and builds a roadmap of next steps, with resources recommended through a RAG pipeline. It took 2nd place at the AINS 4.0 Hackathon.
- Next.js
- NestJS
- Python
- FastAPI
- RAG
- LLMs
- XAI
- PostgreSQL
Architecture
- Adaptive AI workflows: the next question depends on the founder's earlier answers.
- A classification engine that places the startup at a maturity stage.
- Explainable scoring on five business dimensions, so each score can be traced back to the answers behind it.
- A RAG pipeline that recommends resources suited to the startup's stage.
My contribution
- I built the adaptive workflows, the maturity classifier, the scoring system, the RAG recommendations, and the roadmap generation.
Outcome
- 2nd place in the AI for Entrepreneurship track at the AINS 4.0 Hackathon.