Engineering Autonomous AI Agents For Enterprise Workflows
Hi, I'm Sapan Patel. As an AI Automation Lead with 4+ years of experience at Tata Consultancy Services (TCS), I specialize in custom Cowork skill creation, multi-agent architectures, and automated orchestration layers. I have a proven track record of replacing expensive third-party subscription tools with customized AI solutions that deliver the exact same or even better outputs, substantially reducing licensing costs and manual workflows.
AI & Copilot Work Span
Interact with the nodes to explore my daily responsibilities, technical management, and client adoption strategies.
Adoption Sessions
Driving digital transformation by conducting interactive user adoption workshops, showing team members and stakeholders how to integrate AI tools into their daily workflows.
The Role of an AI Agent Developer
Bridging the gap between cognitive AI reasoning and robust, deterministic enterprise systems.
Cognitive Skill Engineering
Designing custom agent actions and skills that translate natural language prompts into structured API payloads, bridging LLMs to enterprise databases.
Query my Virtual Agent
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Interactive Project Architectures
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Sapan's Project Details
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Professional Journey
A timeline of my hands-on enterprise automation engineering experience at Tata Consultancy Services (TCS).
AI Agent Developer
Tata Consultancy Services (TCS)
- Designed and developed Copilot agents, Power Automate workflows and AI-driven automation solutions to streamline complex business processes and improve operational efficiency.
- Developed scalable and cost-optimized AI architectures focused on minimizing AI credit consumption while maintaining high-quality responses, performance and Responsible AI compliance standards.
- Prepared solution architecture diagrams, integration workflows and technical documentation supporting enterprise AI systems, workflow orchestration and cross-platform automation initiatives.
Software Engineer
Tata Consultancy Services (TCS)
- Designed and implemented the IGNIO automation tool within the internal support portal, enabling automated query handling and instant workflow execution.
- Reduced average support ticket turnaround time (TAT) from approximately 3 hours to 4 minutes.
- Developed reliable background automations and triggers that eliminated manual interventions for ticketing operations.
Key Projects
A showcase of production-grade AI systems, dashboards, and optimizers developed for enterprise clients.
Cowork Credit Optimizer
Designed an optimization framework to significantly reduce AI credit consumption across Cowork skills without impacting response speed or accuracy.
- Replaced static AI outputs with dynamic local Python processing where deterministic processing was sufficient.
- Implemented structured prompt engineering checklists to prevent redundant token consumption.
Financial Lease Automation
Created an AI-powered financial lease parser and calculator, replacing a high-cost third-party tool with a customized enterprise solution.
- Automated calculations and validations via workflow orchestration.
- Integrated enterprise databases, saving licensing fees and reducing manual audit times.
HR Dashboard & Assistant
Built a secure, locally hosted HR analytics dashboard featuring Geography, Hiring, and Strategy modules with integrated role-based access.
- Embedded an AI assistant for querying data without consuming external credits by leveraging local models.
- Automated custom PPT slide deck generation based on dashboard analytics.
Autonomous Doc Classifier
Created an autonomous document processing pipeline triggered by incoming emails that inspects and sorts corporate documents.
- Leveraged LLM intelligence to classify file contents and extract parameters directly into SharePoint.
- Developed a review engine that generates compliance checks and red-line suggestions.
Ticket Resolution Orchestrator
Designed a multi-agent system integrated with SharePoint, Dataverse, and SAP for automated support operations.
- Built an orchestrator routing queries to specialized agents for ticket summaries, root cause analysis, and response drafting.
- Accelerated support resolution times by automating contextual retrieval.
Intelligent Audit Assistant
Unified three independent Cowork audit skills into a single intelligent Audit Assistant utilizing a custom router layer.
- Analyzes uploaded audit documents and automatically routes to the correct evaluation workflow.
- Standardized audit checks, reducing human error and boosting audit compliance.
Certifications & Skills
AI Transformation Leader
Microsoft (AB-731)
AI Business Professional
Microsoft (AB-730)
Copilot Agent Fundamentals
Microsoft (AB-900)
Claude AI Fluency
Anthropic
Claude Architect Certified (CCRF)
Anthropic
Prompt Engineering Foundation
AWS
Generative AI Fundamentals
Cowork Skill Creation
Custom Actions & API Skills
Education
Master of Science (MSc) - Applied Sciences
Jan 2019 - Feb 2021 | CGPA: 7.55 (Ranked 8th in University)
Research & Wins
A Comparative Analysis of Artificial and Biological Neural Networks: Architectures, Mechanisms and the Future of Cognition
Explores structural and functional parallels between Artificial Neural Networks (ANNs) and Biological Neural Networks (BNNs) and their implications for future AI cognition architectures.
Winner - TCS AI Fridays (Season 1)
Competed in the world's largest AI hackathon (Garima Park, Gandhinagar, 2025).
Mentor - TCS AI Fridays (Season 2)
Guided development teams in solving complex enterprise AI problems.
AI Appreciate Badge - AI For All
Awarded by Intel & Digital India (2025).
Workshop on Machine Learning & AI
Cognizance, IIT Roorkee & IBM (2022).
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Interested in deploying secure, cost-optimized enterprise AI agents or automating complex business workflows?