LangGraph
RAG Pipelines
Multi-Agent AI
FAISS
LLaMA-3
Available for AI Projects

We Build Intelligent AI Systems That Scale

Two AI engineers specializing in LLM-powered applications, multi-agent architectures, RAG pipelines, and production-grade ML systems — from chatbots to recommendation engines serving millions.

7+
Years Combined
15+
AI Systems Built
6M+
Users Impacted
99.9%
Uptime Achieved
LangChain
Nexedge Capital
Gemini API
Claude API
RAPTOR
LangGraph
Multi-Agent Systems
Azure Blob RAG
FAISS
Transformers
Vector Databases
FastAPI
PyTorch
LangChain
Nexedge Capital
Gemini API
Claude API
RAPTOR
LangGraph
Multi-Agent Systems
Meet the Builders
KG
Kartik Garg
Senior AI Engineer
Senior AI Engineer with 3+ years of experience building LLM-powered applications, multi-agent systems, and intelligent automation workflows. Currently at Nexedge Capital, architecting AI-powered Relationship Manager portals, WhatsApp multi-agent chatbots for client portfolios, market research and tax advisory, and end-to-end data automation pipelines for wealth management operations.
LangChain LangGraph Multi-Agent AI RAG Pipelines FastAPI RAPTOR Data Automation Wealth Tech
AB
Ashutosh Bansal
Senior Data Scientist — ML and AI Systems
Senior Data Scientist with 4+ years of experience designing and deploying large-scale ML systems across recommender engines, NLP, LLM pipelines, computer vision, pricing optimization, and time-series modeling. IIT Roorkee alumnus with proven ability to own end-to-end ML pipelines impacting millions of users and driving measurable revenue uplift.
Transformers BERT LLaMA FAISS Computer Vision Recommender Systems IIT Roorkee PyTorch
AI Systems We've Built
Kartik
🏦

AI Relationship Manager Portal

Architected a next-gen RM portal at Nexedge Capital empowering wealth managers with an AI-powered chatbot for client portfolio analysis, risk assessment, and personalized advisory. Features intent classifiers for query routing, Azure Blob RAG for secure document retrieval across client records, RAPTOR for hierarchical document reasoning, and real-time data converters delivering comprehensive financial insights.

LangGraphGemini APIClaude API RAPTORAzure Blob RAGIntent Classifiers FastAPINexedge Capital
Kartik
💬

WhatsApp Multi-Agent Chatbot

Engineered a sophisticated WhatsApp chatbot at Nexedge Capital using multi-agent architecture for wealth management clients. Specialized agents handle portfolio queries, market research, tax advisory, and document processing orchestrated via LangGraph with intelligent routing. Leverages Gemini and Claude APIs with RAPTOR for retrieval-augmented refinement and Azure Blob RAG converters.

Multi-AgentLangGraphWhatsApp API GeminiClaudeRAPTOR Azure Blob RAGNexedge Capital
Kartik

Wealth Data Automation Engine

Designed and deployed end-to-end data automation pipelines at Nexedge Capital, transforming manual wealth management workflows into intelligent, event-driven systems. Automated client onboarding data extraction, portfolio rebalancing triggers, regulatory report generation, and cross-system data synchronization using LLM-powered orchestration — reducing operational overhead by 65%.

Data PipelinesLLM Orchestrationn8n FastAPIEvent-DrivenPostgreSQL AutomationNexedge Capital
Kartik
🤖

Multi-Agent GenAI Chatbot Platform

Built domain-aware conversational AI using Rasa, Ollama, LangGraph, LangSmith, and LangChain-based RAG pipelines with LlamaIndex and Hugging Face. Reduced manual tasks by 70% through LLM-based event triggers, prompt orchestration, and intelligent automation workflows.

RasaOllamaLangSmith LlamaIndexHuggingFaceQdrant n8nDocker
Kartik
📊

AI Analytics and Predictive Dashboard

Created AI-powered analytics dashboards using Metabase, NocoDB, and Python, delivering NLP-based insights, embeddings-driven recommendations, and predictive analytics. Real-time data pipelines with event-driven APIs powering automated decision systems.

MetabaseNocoDBPython NLPEmbeddingsFastAPI
Ashutosh
🎯

Resume Intelligence Platform

Designed an end-to-end resume intelligence system converting unstructured resumes into structured entities for search ranking, autofill, and recommendations. Fine-tuned BERT models for section segmentation with domain-specific NER pipelines. Achieved 90% improvement in extraction coverage over legacy systems.

BERTNERTransformers EmbeddingsTaxonomy ModelsPython
Ashutosh
🔍

Candidate-Job Recommender at Scale

Architected a large-scale recommender system processing 6M candidate profiles using dense embeddings, FAISS-based nearest neighbor search, and collaborative filtering. Designed hybrid relevance scoring combining semantic similarity and behavioral signals for personalized job discovery.

FAISSEmbeddingsCollaborative Filtering Hybrid Scoring6M ProfilesSpark
Ashutosh
📄

High-Throughput LLM Resume Summarizer

Designed an LLM-based resume summarization pipeline using LLaMA-3 processing 3.54 lakh resumes/day at 1000 tokens/sec. Achieved INR 1 crore annual cost savings through batching, prompt optimization, and inference efficiency at scale.

LLaMA-3Batch InferencePrompt Engineering Cost Optimization3.5L/day
Ashutosh
🎬

Multi-Modal Content Intelligence

Built a production pipeline combining Whisper (ASR), LLaMA-8B for key phrase extraction, and YOLO-based vision models for automated video framing. Generates 40-50 second highlight clips, improving content discoverability and engagement.

WhisperLLaMA-8BYOLO ASRVideo AIMulti-Modal
Ashutosh
🚗

EV Range Prediction System

Developed a real-time range prediction model from scratch using noisy telemetry time-series data across 40k electric scooters at OLA. Validated on 2k scooters during Move OS 3 beta rollout, achieving 86% real-world accuracy.

Time SeriesTelemetry40K Scooters Real-Time MLPython
Ashutosh
👁

Computer Vision — Driver Compliance

Built a production-grade CV pipeline using DeepLab-V3 for segmentation and VGG16 for classification to detect driver uniform compliance from selfie images at OLA. Achieved 98% precision under real-world noise conditions.

DeepLab-V3VGG16Segmentation 98% PrecisionProduction CV
Our Combined Arsenal
🧠 LLMs and GenAI
LangChainLangGraph LangSmithLLaMA-3 Gemini APIClaude API OllamaRAPTOR Agentic AITool Calling MCP ServersPrompt Engineering Fine-tuning
🔍 RAG and Retrieval
RAG PipelinesLlamaIndex FAISSQdrant Azure Blob RAGVector Search EmbeddingsSemantic Search HuggingFace
ML and Deep Learning
PyTorchTensorFlow TransformersBERT WhisperYOLO DeepLab-V3Scikit-learn NERComputer Vision Time SeriesRecommender Systems
🛠 Engineering and Infra
PythonFastAPI SQLSpark AWSDocker CI/CDPostgreSQL FirebaseRasa n8nFlutter Appsmith
Where We've Made Impact
Jan 2026 — Present
Senior AI Engineer Kartik
Nexedge Capital
Architecting AI-powered wealth management systems including an intelligent Relationship Manager portal with AI chatbot, WhatsApp multi-agent bots for client portfolios, market research and tax advisory, and end-to-end data automation pipelines. Building with LangGraph, RAPTOR, Gemini and Claude APIs, Azure Blob RAG, and intent classifiers.
Apr 2025 — Present
Senior Data Scientist Ashutosh
Hindustan Times — Shine.com
Building resume intelligence platforms with BERT-based NER, hierarchical tagging models, and large-scale recommender systems processing 6M candidate profiles using FAISS and hybrid relevance scoring.
Apr 2024 — Apr 2025
Data Scientist Ashutosh
InfoEdge — Naukri.com
Designed LLM-based resume summarization at 3.54L/day, multi-modal content intelligence pipelines, and automated text-to-video analytics storytelling. Delivered 1 Crore annual cost savings.
Jul 2023 — Dec 2025
Software Developer — AI Engineer Kartik
ART Clinics
Led AI-driven workflow automation, multi-agent GenAI chatbots, analytics dashboards, and full-stack Flutter apps. Deployed LLM services on AWS with Docker and GitHub CI/CD achieving 99.9% uptime.
Jun 2022 — Mar 2024
Data Scientist Ashutosh
OLA
Built production CV pipelines (98% precision), EV range prediction across 40K scooters, and dynamic pricing models contributing 2% revenue uplift on targeted routes.
Jan 2023 — Jun 2023
Software Developer Intern Kartik
Agrishots
Built trader-farmer connectivity app from scratch with localization, API integration, and real-time data using Flutter and Firebase.
Jun 2022 — Dec 2022
Flutter Developer Kartik
Appday Technologies
Developed cross-industry software solutions including restaurant sales apps and gaming apps with OAuth authentication and responsive UI.
Academic Foundation
KG

Kartik Garg

B.Tech. Computer Science Engineering — 7.4 CGPA

Galgotias College of Engineering and Technology
2019 — 2023

AB

Ashutosh Bansal

B.Tech, Civil Engineering — 7.159 CGPA

Indian Institute of Technology, Roorkee
2018 — 2022

Ready to Build Something
Extraordinary?

Kartik Garg

Senior AI Engineer — Gurugram, India

+91 86199 57072

Ashutosh Bansal

Senior Data Scientist — Bharatpur, India

+91 94610 23175