With over 8 + years of experience, I specialize in analyzing, designing, developing, and deploying AI- powered Chatbots and conversational AI to optimize user interaction and streamline business processes. Proficient in creating conversational bots using the Microsoft Bot Framework, I have a strong expertise in integrating them into platforms such as Ms Team and WebEx Teams. My skills extend to Azure and GCP cloud platform services, and I excel in collaborating with cross-functional teams to gather requirements, define project scope, and deliver scalable applications that align with business objectives. Currently, I am involved in LLM automation projects, bringing expertise in Multiagent, Chatgpt, and Deepseek integration to deliver high-quality solutions in line with industry trends.
Manufacturing search engines Chatbot
3 Months
- Developed a multi-agent AI system using GCP Agent Builder to process structured and unstructured manufacturing queries
(e.g., BOMs, process sheets, quality reports) from Cloud Storage, improving data accessibility by 70%.
- Designed a supervised routing framework to classify and direct queries to domain-specific agents
(e.g., inventory, process automation) using chain-ofthought reasoning, reducing response time by 50%. - Integrated GCP Vertex AI, BigQuery, and Cloud
Storage to enable real-time retrieval of manufacturing data, ensuring seamless synchronization with TeamCenter and PlantBOB
workflows.
- Optimized NLP pipelines for parsing unstructured data (PDFs, logs, emails) and structured data
(SQL/NoSQL databases), achieving 95% accuracy in query resolution.
- Led cross-functional collaboration with data engineers and plant teams to deploy scalable APIs, cutting manual query resolution efforts by 60%.
Virtual Manufacturing Assistant
121 Days
- Developed and deployed an AI assistant integrated with Webex to help Ford employees quickly access
manufacturing procedures and related resources
- Improved bot accuracy by 30% through continuous fine-tuning of LLM context and model training using both structured (CSV) and
unstructured data (PDFs, DOCX, URLs, images)
- Implemented daily activity logging to analyze user behavior and optimize performance, reducing query resolution time by 25%
- Ensured DevOps compliance using CI/CD (Tekton), Secret Manager, and Cloud Monitoring, with deployments on CloudRun and PCF
- Secured data with GCP Service Account Authentication and OAuth2 tokens for REST APIs
- Integrated IT Connect API and Adaptive Cards to enhance user interaction and ticket management
SmartSearch and Ask Vector Assistant
5 Months
- Developed and deployed an AI-powered webchat enabling Ford users to access Product Development Single-Point Lesson documents and related links
based on their queries.
- Integrated the IT Connect ticketing system to allow users to raise IT-related issues directly through the
assistant.
- Implemented a daily logging function to capture user activity, enabling continuous improvement of bot functionality and visualization of bot/user activity for the business team.
- Fine-tuned the context in LLM models to continuously improve the bot's accuracy and ensure the reliability of user queries.
- Managed the training of models using both structured (tabular data) and unstructured input files,
including PDFs, DOCX documents, URLs, and images.
- Utilized LDAP to retrieve usernames for personalized user greetings. Integrated services like BigQuery and IT Connect
API, using programming languages such as Python, HTML, CSS, and JavaScript.
Gen AI Manufacturing Assistant
2 Weeks
Led the development of an AI-powered multi-agent system that intelligently routes user queries to specialized agents for PlantBOB data processing and TeamCenter operations automation.
- Designed a supervised agent-routing framework using chain-of-thought reasoning to generate process sheets and execute workflows with high accuracy.
- Integrated the system with TeamCenter APIs and PlantBOB databases, reducing manual effort by 60% and improving data consistency.
- Mentored junior developers in Python, NLP, and agent-based architectures to enhance team
capabilities.