Consulting Profile · Aswin Kumar Santhanam · ML Engineering Leader
Expert Profile  ·  AI / Machine Learning Practice
Aswin Kumar Santhanam
Engineering Manager  ·  Generative AI  ·  Full Stack Architecture  ·  14+ Years
Generative AI RAG Pipelines LLMs Computer Vision NLP Cloud Architecture Robotics AI Full Stack DevOps
✉
kumaraswins@gmail.com
☎
+91 98840 80377
in
linkedin.com/in/kumaraswins
🌐
kumaraswin.notion.site
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Bengaluru, India
Professional Summary

Engineering leader with 14+ years architecting intelligent systems across Generative AI, Robotics, Computer Vision, and Cloud-native Full Stack platforms. At Accenture, leading enterprise GenAI transformation across RAG pipelines and document intelligence for Fortune-class clients. As a founding engineering team member at Invento Robotics, built the AI core of the Mitra humanoid robot — demonstrated live to PM Narendra Modi and Ivanka Trump at the Global Entrepreneurship Summit 2017. Combines rare depth in ML systems with product-led thinking and operational delivery at scale.

Key Achievements
🏛️
Prime Minister's Inauguration — Global Entrepreneurship Summit 2017
Personally demonstrated Mitra humanoid robot AI live to PM Narendra Modi and Ivanka Trump at GES Hyderabad — showcasing real-time NLP conversations, facial recognition, and autonomous navigation on a global stage. One of the most high-profile robot showcases in Indian technology history.
📰
Forbes & CNN Media Coverage
Co-built AI systems for Mitra Robot earned international recognition in Forbes Magazine and CNN as a landmark innovation in Indian robotics and conversational AI.
✈️
Chennai International Airport Deployment
Led live deployment of Mitra at Chennai Airport under the AAI guest engagement programme — among the first humanoid robot installations at an Indian international airport.
🤖
Global Fleet of 100+ Robots
Architected a real-time portal managing 100+ deployed robots across international time zones with predictive maintenance, remote surveillance, and secure multi-tenant access.
⚡
60% Doc Review Time Saved — Accenture
Deployed document anomaly detection (PyTesseract + Phi-3 Vision) slashing manual review effort by 60% and improving output integrity across enterprise client pipelines.
☁️
20% Cloud Cost Reduction at Scale
Serverless Lambda re-architecture sustained 5,000+ concurrent real-time connections while cutting cloud infrastructure spend by 20% and enabling on-demand horizontal scaling.
🧠
35% NLP Accuracy Uplift — GenAI
RAG pipeline using LangChain and vector databases improved contextual NLP response accuracy by ~35% across 3 concurrent enterprise GenAI client engagements at Accenture.
Professional Experience
AI / ML Engineering Jul 2024 – Present
Accenture  ·  Bengaluru
  • Architected end-to-end RAG pipelines using LangChain + vector databases; improved contextual NLP response accuracy by ~35% across enterprise client deployments
  • Deployed document anomaly detection using PyTesseract + Phi-3 Vision; reduced manual document review effort by 60%, enhancing processing integrity at scale
  • Led model selection, fine-tuning, and evaluation for 3 concurrent GenAI client engagements; defined guardrails, evaluation frameworks, and responsible AI deployment standards
Senior AI Engineer & Full Stack Lead 2018 – May 2024
Invento Robotics (Mitra Robot)  ·  Bengaluru
  • Built multimodal conversational AI across text, speech, vision and gesture; architected LLM-powered knowledge base enabling coherent multi-turn robot interactions
  • Reduced AWS infrastructure costs by 20% through serverless Lambda redesign; maintained 5,000+ concurrent real-time connections via Node.js PUB/SUB architecture
  • Designed global fleet management portal for 100+ robots across time zones (Django + React.js); integrated predictive maintenance, real-time monitoring, and secure remote access
  • Implemented NLP-driven query routing to Slack, Discord, and IVRS; deployed ELK Stack observability pipeline for full system monitoring
Lead Software Engineer & Backend Architect 2016 – 2018
Invento Robotics  ·  Bengaluru
  • Developed NLP algorithms powering Mitra's conversational intelligence; built chatbot integration platform and face/speech recognition visitor management system
  • Demonstrated Mitra live to PM Modi & Ivanka Trump at GES 2017; led installation at Chennai International Airport as part of AAI guest engagement programme
Product Engineer & Member Technical Staff 2011 – 2016
Tagit Pte Ltd & NP Compete  ·  Chennai
  • Cut POC development time by 50% via reusable module templates; led cross-platform hybrid banking app (Android, iOS, BlackBerry, Windows) for financial institutions
  • Built cloud-based network management SPA using Python Flask + AngularJS; drove ORM migration and MVC architecture adoption for enterprise-grade maintainability
Consulting Value Proposition
Full-Spectrum AI Delivery
Problem framing → data pipeline → model fine-tuning → RAG integration → production deployment — owns the entire lifecycle with no hand-offs.
Enterprise GenAI Architecture
Hands-on experience deploying LLM systems for Fortune-class clients; deep expertise in evaluation, guardrails, and responsible AI practices.
Robotics & Embodied AI Edge
7+ years deploying AI for physical, real-time systems — multimodal, latency-sensitive, production-hardened beyond typical enterprise constraints.
Product-Led Engineering Mindset
Turns ambiguous business problems into shipped solutions. Cross-functional leader bridging AI strategy with engineering execution.

🏆 GES 2017 — Hyderabad
Demonstrated Mitra robot AI to PM Modi & Ivanka Trump. Among the most high-profile robot showcases in Indian tech history.

📰 International Media
Mitra Robot featured in Forbes Magazine and CNN as a breakthrough in Indian AI & robotics innovation.

✈️ Airport Deployment
First humanoid robot deployed at Chennai Intl. Airport under the AAI guest engagement programme.

Core Expertise
  • Generative AI & LLM Architecture
  • Retrieval-Augmented Generation (RAG)
  • Computer Vision & Document AI
  • NLP & Conversational Systems
  • Cloud Infrastructure (AWS/Azure/GCP)
  • Robotics AI & Multimodal Systems
  • Full Stack Product Development
  • DevOps & MLOps Pipelines
AI · ML Stack
LLMs RAG LangChain HuggingFace PyTorch Phi-3 Vision PyTesseract Deep Learning BERT · GPT Vector DBs
Engineering Stack
Python Django FastAPI Node.js React AWS Serverless Docker Ansible ELK Stack NoSQL PostgreSQL
Industries Served
Financial Services & Banking
Robotics & Autonomous Systems
Enterprise Technology
Hospitality & Smart Infrastructure
Airports & Public Sector
Manufacturing & Quality Ops
Education
B.E. Electronics & Instrumentation
Anna University, Chennai
2007 – 2011
Algorithmic Toolbox (Certification)
UC San Diego / Coursera
Innovation & Projects
  • Smart Home IoT — real-time energy monitoring & optimisation of heavy appliances via sensor integration
  • Google Reviews sentiment engine — end-to-end NLP pipeline from data collection to competitor benchmarking
  • Contributor to enterprise chatbot integration frameworks and robotics conversational AI platforms
Languages
  • Tamil — Native
  • English — Professional Fluency
  • Sanskrit — Working Knowledge
Aswin Kumar Santhanam
ML Engineering  ·  Bengaluru, India  ·  2025