Market Intelligence GenAI Assistant
Analyzes large pharmaceutical market research reports to surface drug demand trends, competitor activity, and importer data. Cut manual analysis time by ~70%.
Private
// hello world, I'm
Currently building MCP servers @ Matchbest Group
Sanchit Gupta
AI/ML Engineer — LangGraph, MCP Servers, RAG Pipelines
I build production AI systems — not demos.
Agentic pipelines, MCP servers, finetuned models.
01 // about
Who I Am
AI/ML Engineer focused on building production GenAI systems that do real work — multi-agent pipelines, RAG over enterprise data, and MCP servers that connect AI tools to existing infrastructure. Currently at Matchbest Group.
Previously built pharma AI systems at Hayai Pharma — cutting manual analysis from hours to minutes using LangGraph-orchestrated agents and vector-retrieval pipelines on AWS. I specialise in Spec-Driven Development, AI Orchestration, and Claude Code Subagents.
from sanchit import Engineer
e = Engineer(
frameworks = ["LangGraph", "LangChain"],
models = ["Hugging Face", "AWS Bedrock"],
vector_dbs = ["Pinecone", "FAISS"],
serving = "FastAPI", # always prod-ready
infra = ["AWS", "Docker", "n8n"],
specialty = "MCP Servers", # Claude ↔ enterprise
)
e.deploy() # ships to prod, not sandbox
02 // stack
Technologies
AI / ML
Python
LangGraph
LangChain
Hugging Face
RAG Systems
Multi-Agent
MCP Servers
Fine-tuning LLMs
Pinecone
FAISS
Reranking
Cloud / Infra
AWS Bedrock
AWS Lambda
EC2
RDS
Docker
FastAPI
Dev Practice
n8n
Git
Spec-Driven Dev
Claude Code
AI Orchestration
Subagents
03 // projects
Selected Work
Regulatory Compliance GenAI Assistant
Semantic search and LLM reasoning over pharma regulatory documents. Enables natural-language queries with grounded citations — no manual lookup.
Private
Multi-Agent Packaging Content Generator
Parallelised LangGraph pipeline transforming raw drug specs into validated packaging content — dosage tables, warnings, storage instructions — with cost-aware model routing.
Private
04 // experience
Work History
-
AI/ML Engineer
Matchbest Group · Gurugram
- Building production agentic pipelines and enterprise MCP servers
- Designing AI orchestration with Claude Code subagents and spec-driven workflows
- Building an autonomous personal assistant connecting services through MCP
-
AI Engineer
Hayai Pharma Private Limited · Meerut
- Designed RAG pipelines over pharmaceutical data — vector retrieval, hybrid search, grounded generation
- Built multi-agent decision systems in LangGraph for workflows previously requiring manual research
- Automated complex multi-step n8n workflows, replacing hours of manual coordination
- Deployed production AI on AWS Bedrock, Lambda, EC2, RDS with Docker environments
-
Operations Manager
Family-Owned Trading Enterprise · Meerut
- Managed procurement, sales, inventory, and margin tracking at scale
- Built data discipline through structured reporting — the foundation for later AI work
-
Associate Software Engineer
Rubico · Haridwar
- Full-stack web development in Laravel, SQL, JavaScript for real estate and SMB clients
- Managed international client communication and project delivery
05 // credentials
Certifications
Agentic AI with LangGraph, CrewAI, AutoGen & BeeAI
Advanced RAG with Vector Databases & Retrievers
Google Data Analytics Specialization
Foundations of AI and Machine Learning
🎓 MCA + BCA — Graphic Era Deemed to be University (2013 – 2018)