Shivam Gulati
@shivamgulati
Senior AI Engineer & Architect building production-grade GenAI and agentic systems.
What I'm looking for
I’m a Senior AI Engineer and Architect with 10+ years delivering production-grade AI systems across real estate, banking, healthcare analytics, and workforce domains. I design compound AI platforms that integrate Generative AI, RAG architectures, agentic orchestration, and classical ML—then take them all the way through LLMOps and MLOps deployment.
I’m especially strong in evaluating frontier and open-weight models for enterprise agentic workflows, using robust LLM-as-Judge methods and red-teaming to find failure modes early. I translate ambitious requirements into scalable system design, documenting architecture decisions and building repeatable engineering standards.
In my recent role, I architected a production agentic real estate search platform using multi-agent orchestration in LangGraph and LangChain, improving search session depth (~30%) and reducing resolution time (~40%). I also led multimodal agentic content operations that cut production and distribution time by ~65%, and built forecasting/property valuation models combining LSTM and XGBoost to reduce price estimate error by ~30%.
Across banking and enterprise HR contexts, I delivered end-to-end AI/ML systems on GCP and Azure/AWS, including lifecycle monitoring (drift detection, SHAP-based auditability) and governance-friendly pipelines. I also build fairness-audited and safety-aware NLP workflows, and I enjoy mentoring teams—authoring agentic AI architecture standards, LLMOps runbooks, and model governance policies.
Experience
Work history, roles, and key accomplishments
Data Scientist
Quara AI Tech Pvt Ltd
May 2024 - Dec 2025 (1 year 7 months)
Architected a production agentic real estate search platform with multi-agent orchestration in LangGraph/LangChain, improving multilingual search (voice-to-search) outcomes and increasing search session depth by ~30% while reducing resolution time by ~40%. Built forecasting and valuation models that reduced price estimate error by ~30% and streamlined multimodal content operations, cutting product
Designed and deployed end-to-end AI/ML systems on GCP (Vertex AI, BigQuery, Vertex AI Feature Store) for a leading international bank, with lifecycle monitoring including drift detection, SHAP-based auditability, and automated alerting for production degradation. Led architecture discovery with banking product teams, translating business requirements into scalable ML system designs documented via
Developed and productionized an LLM-based classification pipeline that clustered 80K+ job requisitions into ~50 categories, reducing manual review and saving significant annual FTE hours using Azure ML/SageMaker with MLflow tracking. Built fairness-audited NLP demographic inference for ~500K applicants with >90% balanced accuracy and demographic parity validation, plus bias detection/fairness audi
Built regression-based failure prediction and Cox Proportional Hazards RUL models across 13 power plants in Azure ML Studio, enabling risk-ranked maintenance scheduling. Reduced unplanned downtime by ~20% through improved maintenance decisions.
Associate Analyst
VacoBinary Semantics LLP
Sep 2015 - Feb 2018 (2 years 5 months)
Enhanced data quality for 5M+ e-commerce listings using NLP, text analytics, and ML pipelines, reducing user-reported catalog bugs by ~5% (250K+ listings remediated).
Education
Degrees, certifications, and relevant coursework
ITM University, Gurugram
Bachelor of Technology (B.Tech.), Computer Science
Completed a Bachelor of Technology (B.Tech.) in Computer Science at ITM University, Gurugram in 2014.
Tech stack
Software and tools used professionally
Apache Spark
Kubernetes
NumPy
Pandas
PySpark
MySQL
PostgreSQL
MongoDB
Shopify
Databricks
Jira
JSON
Azure Machine Learning
TensorFlow
PyTorch
MLflow
scikit-learn
NLTK
FastAPI
MongoDB Atlas
Google Workspace
Gemini
Zapier
GuardRails
SQL
XGBoost
Hugging Face
LightGBM
Temporal
Qdrant
LangChain
LlamaIndex
Ollama
Weaviate
ChromaDB
Weights & Biases
AutoGen
Foundry
Pinecone
CrewAI
Monte Carlo
Feast
LiteLLM
vLLM
Cursor
DeepEval
Langfuse
DSPy
Ragas
Guardrails AI
N8N
pgvector
Agentic
HeyGen
Faiss
LangGraph
LangSmith
Promptfoo
Make
DeepSeek
PEFT
Qwen
GraphRAG
Claude Code
Task
Factory
Remote
Jan
Librosa
Falcon
X++
Availability
Location
Authorized to work in
Social media
Job categories
Skills
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