KairosLearn

AI admissions counselor + learning platform for students. The college counselor wealthy families pay $8,000 for — free for everyone else. Students get 1-on-1 admissions guidance from an AI counselor that knows their essays, understands their finances, and answers at 11pm the night before a deadline — and then keep learning through built-in course libraries.

Live: https://kairoslearn.com · 120+ students in beta · 40+ languages

What students get

Admissions counseling — essay coaching (personal statement, Common App, supplementals) with a multi-stage AI review pipeline, school-list building with reach/match/safety assessment, a chancing calculator, interview prep with voice-based mock interviews, activities optimization, recommendation-letter coaching, and financial-aid guidance. Built for first-generation and international students.

Courses — 12+ course libraries (Python, Node.js, Next.js, AI agents, prompt engineering, Claude Code mastery and more) with an AI voice coach, per-student review loops, and progress tracking.

How it works

A counselor agent pipeline (5 stages) processes each student's profile, essays and constraints; specialized agents handle review, scoring and follow-ups, with human-in-loop checkpoints. Real-time flows run over WebSocket; voice sessions use speech-to-speech with Deepgram.

Stack

TypeScript · Next.js · FastAPI (Python) · LangGraph · PostgreSQL (Prisma) · Redis · Socket.IO · Playwright test infrastructure · Vercel

Author

Bilal Hussain — full-stack + AI engineer, Toronto (Harvard CS '22) · https://www.bilalhussain.dev