i'm —
About me.
I'm an AI Workflows Product Analyst focused on shipping AI agents and data-driven products. Currently at Sanofi, I lead the development of SupRM Intelligence, an AI-powered supplier relationship agent delivering real-time vendor risk, project status, KPI insights, supplier governance, and QBR preparation for 30+ stakeholders. I bring product strategy, data engineering, and design thinking together to ship agentic workflows that move real business outcomes.
I believe the best AI products come from combining agentic systems, strong product strategy, and clean data. At Sanofi I've built automated supplier intelligence models on Snowflake + external APIs, shipped dashboards used by 30+ stakeholders for strategic sourcing, and led product development on AI agents that replace manual workflows with real-time insight.
My background in Management Information Technology and Computer Science at the University of Toronto bridges business strategy, data engineering, and product thinking. Design and UX are part of the toolkit too. They make AI products feel as good to use as they are to demo.
Resume.(the formal version)
Want the one-page summary? Grab the PDF.
Calvin Liew, Resume
My latest experience in product, design, and data, all in one page.
My toolkit.(everything in the kit)
The full inventory of skills I bring across product, design, and data work.
ai & data.
AI Agent Development·LLM Orchestration·Prompt Engineering·Large Language Models·Snowflake·API Integration·Data Pipelines·Data Analysis·Business Intelligence·Data Visualization
product.
AI Product Strategy·Product Development·Requirements Analysis·Stakeholder Management·User Research·Agile/Scrum·Roadmap Planning·Product Analytics·A/B Testing
technical.
Python·JavaScript/TypeScript·React/Next.js·SQL·REST APIs·FastAPI·Git·Low-Code Platforms
design.
UI/UX Design·Prototyping·Figma·Design Systems·Wireframing·Interaction Design
Where I've been.(the work)
A short journey through product, design, and data roles.
AI Workflows Product Analyst
- Lead product development of SupRM Intelligence, an AI-powered supplier relationship agent delivering real-time insights on vendor risk, project status and KPIs, supplier governance, and QBR preparation.
- Built automated supplier relationship framework models integrating Snowflake and external APIs, streamlining vendor intelligence and supporting contract negotiations.
- Designed dashboards surfacing vendor performance metrics to 30+ stakeholders, accelerating strategic sourcing decisions, project issues and risks, supplier performance, and opportunities.
Digital Strategy and Operations Intern
- Spearheaded full redesign of License Patrol, Sanofi's license optimization platform, leveraging LLMs and prompt-engineering workflows to deliver €15M+ in savings redirected to R&D innovation.
- Defined product requirements, created process flows, and aligned features with Finance, Procurement, and Software Asset Management teams managing 500+ applications.
- Automated manual governance workflows with low-code AI integrations, reducing processing time by 50% and improving compliance efficiency.
- Delivered 5+ demos, gathered stakeholder feedback, and iterated to ensure adoption and successful launch.
Project Development Lead
- Directed a cross-functional team of 5+ to design The Game of Social Life, a youth learning simulation showcased at the 2025 Human Flourishing symposium.
- Developed accessible, engaging front-end in HTML/CSS/JS and conducted user studies to refine mechanics and improve usability.
Volunteering.(giving back)
Side work I do for communities I care about.
Director of Digital Strategy
- Led a mobile-first UX/UI redesign for a student organization website, improving navigation, visual hierarchy, and conversion paths across core journeys like About, Events, and Join.
- Transformed a high-bounce Wix experience into a task-oriented product journey, reducing bounce rate from 62% to approximately 23% through clearer information architecture and stronger calls to action.
- Applied Google Analytics and behavioral insights to refine content structure and interaction patterns, increasing average session duration by 16% to 3m 36s and supporting a 67% rise in site sessions.
- Reframed the website as a product with distinct user journeys for students, applicants, and sponsors, making the experience easier to scan, navigate, and act on.
- Strengthened the brand experience by aligning UI components, content hierarchy, and responsive layouts into a cohesive system that better supported mobile users.
Where I learned.(the schoolwork)
Where my training in business, design, and computer science came from.
University of Toronto
Honors & recognition
- Sustained Dean's List (three consecutive years, 2022-2025)
- BBA (Co-op) Program
- Specialist in Management & Information Technology
- Minor in Computer Science
Focus areas
- Intersection of software development, data, and business strategy
Relevant coursework
Drop me a line.
always up for a chat about ai, product, or design
Hiring, collaborating, or just want to chat? I'd love to hear from you.