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
Experience my work firsthand by querying this mock Copilot simulator trained on my professional journey.
Interactive Project Architectures
Select a project to visualize Sapan's data flows and agent orchestrations. Hover over nodes to inspect details.
Sapan's Project Details
Click or hover over a node on the canvas to see architectural highlights and how I constructed that particular piece.
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.
SPFx Copilot Workbench UX Apps
Engineered interactive Copilot component UX applications and custom widgets for Copilot agents using the SharePoint Framework (SPFx) and Microsoft Yeoman library.
- Leveraged Microsoft's Yeoman generator to scaffold extensible client-side web parts and Copilot components.
- Designed rich, interactive UI widgets allowing Copilot agents to display dynamic data cards, visual controls, and actionable components directly in the workbench.
Live Dashboard Generator Skill
A custom SharePoint Copilot skill designed to compile live, interactive dashboards from unstructured and structured sources (multiple Excel files, Word documents, PPTs).
- Eliminates dashboard rebuilds: updates to underlying files reflect instantly upon refreshing the HTML interface.
- Ingests diverse enterprise formats to synthesize real-time KPIs, charts, and operational analytics blocks.
Harness Atlas
An AI-powered decision engine for the Microsoft AI ecosystem. Featured in Kai Stenberg's newsletter, "Pykie".
- Recommends optimal Microsoft AI solutions (justified) and generates step-by-step implementation guides.
- Creates prompts, `skill.md` files, and architecture diagrams, considering governance and low-cost options.
- View the live public tool: Harness Atlas Artifact.
- Read the newsletter feature: Kai Stenberg's Pykie.
Intelligent SOP Builder
An AI agent that translates user-described topics or process descriptions into formal Standard Operating Procedures.
- Generates professional SOP documents in Word format formatted with organizational templates.
- Outputs an interactive HTML file containing dynamic workflow visualizations rendered in Mermaid.js.
Power BI Dashboard Plugin
A secure analytics plugin that integrates directly with Power BI to compile interactive HTML data dashboards.
- Validates authentication and checks user roles to fetch authorized datasets.
- Features automated PPT export capabilities, downloading slide decks customized with corporate styling.
Automated Mail Responder
Designed an autonomous mail agent and workflow hosted in GitHub Harness to monitor shared mailboxes 24x7.
- Extracts email subjects and body contents instantly upon arrival.
- Generates context-rich responses by querying SharePoint knowledge bases and replies directly on the mail thread.
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.
Wayfinder Decision Engine
Built an intelligent navigator that analyzes user requirements to recommend the optimal tool from the Microsoft AI Ecosystem.
- Generates customized system prompts for Copilot Studio and Power Platform setup.
- Detects if Cowork is the best fit and automatically optimizes `skill.md` configurations to reduce token credit consumption.
- View the live public tool: Claude Artifact Link.
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
Frontier Transformation Engineer
CredlyMicrosoft • Titan Badge
AI Transformation Leader
Microsoft (AB-731)
AI Business Professional
Microsoft (AB-730)
Agentic AI Business Solutions Architect
Microsoft (AB-100)
Developing AI Apps and Agents on Azure
Microsoft (AI-103)
AI Agent Builder
Microsoft (AB-620)
Copilot Administration Fundamentals
Microsoft (AB-410)
Copilot Agent Fundamentals
Microsoft (AB-900)
GitHub Copilot
Microsoft (GH-300)
Claude Certified Developer (CCDV-F)
Anthropic
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).
Academic Jury Visits
Invited as an industry AI expert to evaluate student hackathon projects, mentoring the next generation of engineers.
Nirma University
AI & Automation Hackathon
Served as an expert judge to evaluate advanced AI applications. Mentored students on converting proof-of-concepts into production-ready, credit-efficient architectures.
- Evaluated over 15+ student teams on model scalability, database integration, and UI responsiveness.
- Shared practical insights on building deterministic guardrails for enterprise deployments.
Charusat University
National AI Innovation Fest
Invited to judge competitive AI builds from across the region. Focused on assessing prompt injection safeguards, integration latency, and business feasibility.
- Evaluated projects with 150+ students developing solutions on Microsoft Azure and open-source stacks.
- Provided architectural guidance on context-trimming and workflow offloading.
Enterprise AI Enablement
Advising cross-functional business domains, optimizing credit usage, and training teams on the Microsoft AI ecosystem.
Cross-Functional Advisory Span
Connecting with diverse business domains to accelerate agent adoption and map enterprise use cases to optimal AI tools.
Support Teams
Ticket routing & SLA automation
HR & Strategy
Local analytics & CV screening
Sales & Marketing
Proposal drafting & insights
Finance & Audit
Lease parsing & invoice matching
Development
GitHub Copilot & CI/CD flows
Executives
ROI strategy & credit governance
Ecosystem Guidance & Mapping
Guides teams to match specific use cases to the correct Microsoft AI stack—routing requests to Copilot Studio, Power Automate, or Azure AI Foundry to prevent over-engineered solutions.
Cost & Credit Governance
Applies advanced token-optimization rules, context trimming, and custom Python actions to minimize SaaS licensing costs and reduce AI credit consumption by 20-40%.
Autonomous Agent Architecting
Converts passive user-triggered workflows into autonomous 24/7 loops that monitor mailboxes, databases, and APIs to handle complex tasks independently.
Workshops & Ecosystem Updates
Organizes recurring corporate tech sessions and newsletters to share new updates, security updates, and upcoming features across the Microsoft AI ecosystem.
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