RiseWithJeet
A UPSC preparation platform used by 50,000+ aspirants. It reads handwritten answers, grades them against reference material and gives feedback, with an AI mentor, daily MCQs and revision tools around it.
The problem
UPSC Mains is written by hand, and aspirants improve by writing answers and getting them checked. Good evaluation depends on a mentor's time, so most answers never get detailed feedback. RiseWithJeet evaluates handwritten answers instantly, so aspirants can practise every day.
How an answer gets graded
Upload
The aspirant photographs a handwritten answer.
Read
OCR turns the handwriting into text.
Retrieve
Relevant reference material is pulled from a vector store.
Grade
The answer is scored against that material.
Feedback
The aspirant sees what to fix in the next answer.
The hard part:scores you can trust
Language models are generous graders. A score that drifts or inflates is worse than no score, so we did not leave the number to the model alone.
Score caps
Retrieved reference anchors set a hard ceiling on the score, calculated in code.
Tiered OCR data
Handwriting samples sorted into gold, silver and bronze tiers by quality.
Model fallback
Azure OpenAI first, with Gemini as a fallback so grading keeps running.