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Senior Backend/AI Engineer

MatchToCollege

1 - 3 years

Gurugram

Posted: 27/12/2025

Getting a referral is 5x more effective than applying directly

Job Description

About MatchToCollege

MatchToCollege is revolutionizing college counseling in India with AI-powered recommendations and personalized guidance. We help students discover the right colleges and courses through our intelligent platform powered by advanced RAG (Retrieval-Augmented Generation) systems.

We've successfully launched our AI counselor for online courses and are now scaling to domestic colleges, building a comprehensive Lead Management System, and creating dashboards for universities and students.



Role Overview

Employment Type: Full-time

Location: Gurgaon (On-site/Hybrid)

Experience: 1-3 years

Compensation: 6-8 LPA

Start Date: Immediate

We're looking for a passionate backend/AI engineer who can take ownership of our AI infrastructure, expand our RAG system, and build scalable backend systems that power our platform.


What You'll Do


AI/ML & RAG Systems

  • Expand our existing RAG system from online courses to domestic colleges (500+ colleges) and enhance user experience.
  • Design and optimize vector search and retrieval strategies
  • Work with embeddings, vector databases, and LLM APIs
  • Improve AI counselor response accuracy and relevance
  • Build data ingestion pipelines for college and course information
  • Experiment with different embedding models and retrieval techniques


Backend Development

  • Design and build Lead Management System (LMS) backend
  • Create robust APIs for student, university, and admin dashboards
  • Implement lead capture, assignment, tracking, and analytics workflows
  • Build scalable microservices architecture
  • Optimize database queries and API performance


System Architecture

  • Design scalable, maintainable backend architecture
  • Implement caching strategies for performance
  • Set up monitoring, logging, and alerting
  • Write comprehensive API documentation
  • Ensure security best practices


Must-Have Skills


AI/ML Expertise

  • Hands-on experience with RAG systems or similar AI applications
  • Working knowledge of vector databases (Atlas Vector Search, Pinecone, Weaviate, Qdrant, or similar )
  • Experience with embeddings and semantic search
  • Familiarity with LangChain, LlamaIndex, or similar frameworks
  • Understanding of prompt engineering and LLM optimization


Backend Development

  • Strong proficiency in Node.js/Express or Python/FastAPI
  • Experience with MongoDB and PostgreSQL
  • RESTful API design and best practices
  • Authentication & authorization (JWT, OAuth)
  • Git version control and collaborative development


Problem Solving

  • Strong algorithmic and data structure knowledge
  • Ability to debug complex systems
  • Performance optimization mindset
  • Clean, maintainable code practices


Nice to Have

  • Experience with Next.js or React integration
  • Knowledge of AWS, GCP, or Azure
  • Previous EdTech or SaaS experience
  • Startup experience (0-1 or early-stage)
  • Open-source contributions
  • Experience with Redis, Elasticsearch
  • Understanding of CI/CD pipelines


Our Tech Stack

Frontend: Next.js 16, React, Tailwind CSS

Backend: Node.js, Express, MongoDB

AI/ML: Gemini, OpenAI GPT-4, Custom RAG pipeline, Vector databases

Infrastructure: Vercel, MongoDB Atlas, AWS, Railway

Tools: Git, GitHub, Postman, Docker


What We Offer


Growth & Learning

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