// problem
founders applying for government grants and schemes, or raising from investors, need a clear read on how ready their deck is — and expert review is slow and hard to come by.
// approach
structured feedback the moment a deck is uploaded. a readiness index scored against government grants, schemes, and investor benchmarks. a hybrid model — llm analysis first, with an expert consultation layer on top.
python and fastapi, langchain with rag, a pdf parsing engine, and a next.js front end.
// outcome
in alpha release.
// stack
python · fastapi · langchain · rag · next.js
// services
systems