education
GetIn.AI: Your AI College Counselor
Personalized college guidance — chat, gap analysis, and an essay draft.
educationRAGmulti-turnstructured-outputClaude
By
Sai Ruthvik Madireddy
Semester
Spring 2026
Problem
Millions of students apply to college with zero personalized guidance. Professional counselors charge $200–500/hr, and first-generation and international students are often completely on their own.
Solution
Chat with an AI advisor or upload your resume to instantly get a personalized college list (reach / match / safety), gap analysis showing exactly what's weak in your profile, a step-by-step roadmap to your dream school, an AI-drafted personal statement per college, and co-curricular activity recommendations.
User flow
- Chat with the AI or upload a resume and enter GPA, major, and dream college
- Claude reads your profile and fetches live data from the College Scorecard API
- Dashboard surfaces your college list, gap scores, roadmap, essay draft, and activity suggestions
- Iterate — refine the essay, update the profile, and ask follow-up questions
LLM components
- Multi-turn conversational reasoning — chat advisor
- Structured JSON output — scores, gaps, roadmap, essay
- Document understanding — reads uploaded PDF resumes
- RAG grounding — reasons over live College Scorecard data
Tools
- Frontend: React + Tailwind
- Backend: FastAPI + Python
- LLM: Claude Sonnet 4
- Data: College Scorecard API
- Vibe coding: Claude AI