My Role & Focus
I enable teams to adopt AI and automation by building workflows, creating documentation, and training non-technical users. My focus is on making complex technology accessible and practical for real-world business needs.
I specialize in LLM workflows, RAG systems, and automation pipelines that reduce manual work and improve consistency. Whether it's extracting data from unstructured documents or building internal knowledge assistants, I bridge the gap between AI capabilities and business outcomes.
Work Experience
AI Enablement & Automation Lead
First Marble and Granite • Remote
Jun 2025 – Present
- Built LLM workflows, internal chatbots, and automations for inquiry/quote intake, document parsing, routing, and ops support
- Implemented guardrails: prompt standards, logging, and human-in-the-loop review
- Enabled adoption with documentation + training for non-technical teams
Finance Assistant
University of Toronto — Finance Learning Centre
Jan 2023 – Jun 2025
- Python data cleaning and statistical reporting for headcount datasets
- Created guides/KB for tools and recurring workflows
- Advised, guide and support users and faculty for hundreds of software applications available.
Professional Development & Learning Centre Assistant
University of Toronto — Department of Management
Oct 2023 – Jun 2025
- Organized and led employer engagement workshops in collaboration with EY, Deloitte, and KPMG, personally bringing in industry professionals to share insights on career paths, recruitment expectations, and resume best practices
- Earned recognition through the Professional Skills Development Program (PSDP), completing over 45 hours of training in professional communication, team leadership, and decision-making under uncertainty.
President — Middle Eastern Students' Association (MESA)
University of Toronto Mississauga
Jan 2023 – Aug 2025
- Led a multi-functional student organization delivering large-scale cultural and educational events, overseeing strategy, operations, and execution
- Managed budgeting, financial planning, and post-event performance analysis to improve cost efficiency and funding allocation
- Built and maintained sponsor and partner relationships, negotiating contracts and coordinating vendors across multiple stakeholders
Skills
AI Enablement
Automation
Data
Developer Experience
Tools
Systems Architecture
Systems I've Built
Production AI systems with guardrails and failure handling
AI Inquiry-to-Quote Workflow
Automated email + attachment intake into structured quote-ready data.
Automate inquiry processing to reduce manual work and standardize quote intake.
Must handle unstructured emails and various attachment formats
JSON schema validation for all extracted fields, Confidence thresholds trigger human review
AI-Driven Workflow Orchestration
Orchestrates multi-step AI and automation workflows by combining deterministic logic with LLM-driven steps—handling branching, failures, and human review across production pipelines.
Orchestrates multi-step AI and automation workflows by combining deterministic logic with LLM-driven steps—handling branching, failures, and human review across production pipelines.
Must combine deterministic rules with AI steps to avoid brittle automation
Conditional logic ensures deterministic branching between AI and rule-based steps, Failure handling prevents partial failures from breaking entire workflows
Website-Aware AI Chatbot
Provides instant, accurate answers to customer and internal questions by grounding responses in the live website content.
Provide instant, accurate answers to customer and internal questions by grounding responses in the live website content.
Must automatically reflect new or updated site content without manual retraining
Retrieval grounding ensures answers come only from indexed sources, Fallback handling for unavailable information
Pipeline Example
Interactive demonstration of an AI-powered inquiry-to-quote workflow with guardrails
📚 How to use this demo:
- Auto Mode: Watch the pipeline run automatically with 4-5 second pauses between steps
- Step-by-Step Mode: Click through each step manually at your own pace (recommended for learning)
Intake
Extract
Validate
Route
Output
Let's Work Together
I'm always open to discussing new opportunities and interesting projects.
Get In Touch