i'm —
About me.
My work ranges from enterprise AI at Sanofi to exploring suspense in horror films through data. As an AI Workflows Product Analyst, I turn business needs into requirements, build and evaluate solutions, and work with users to improve them, including where human judgment belongs in an automated workflow.
At Sanofi, I led development of SupRM Intelligence, an assistant supporting decisions across 61 strategic suppliers and 34 Key Supplier Managers. It reached 80 unique production users and 572 conversations in its first six months.
Read the SupRM Intelligence case study →
Outside work, I built SaaSScout to make software comparisons easier to trace back to evidence, and explored horror screenplays through AI-assisted analysis and interactive visualization. I completed my studies at the University of Toronto in August 2026, specializing in Management & Information Technology with a Computer Science minor.
Resume.(the formal version)
Want the one-page summary? Grab the PDF.
Calvin Liew, Resume
A one-page overview of my experience in product, design, and data.
My toolkit.(everything in the kit)
The full inventory of skills I bring across product, design, and data work.
product.
AI Product Strategy·Product Development·Requirements Analysis·Process Mapping·Stakeholder Management·User Research·Agile/Scrum·Roadmap Planning·Product Analytics·Stakeholder Demos
ai & data.
AI Evaluation·AI Agent Development·LLM Orchestration·Prompt Engineering·Snowflake·API Integration·Data Pipelines·Data Analysis·Business Intelligence·Data Visualization
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
- Led development of SupRM Intelligence, an enterprise AI assistant supporting decisions across 61 strategic suppliers and 34 Key Supplier Managers; reached 80 unique production users and 572 conversations in its first six months.
- Created an evaluation framework spanning 18 business scenarios and 25 deterministic checks, achieving a 97.9% production evaluation pass rate and 100% tool compliance while shortening representative responses by 65%.
- Built reusable agent tools and orchestration capabilities used by 6+ AI products across budgeting, risk, compliance, procurement, and supplier management.
- Built supplier performance reporting across weekly, monthly, quarterly, and annual workflows, reconciling 1,822 historical metric records and backfilling 211 missing reporting periods without duplicates.
- Piloted a document-to-action workflow that lets people confirm, revise, or dismiss proposed actions before they are created.
Digital Strategy and Operations Intern
- Led the redesign of License Patrol for 500+ applications, contributing to a shared €15M+ software-optimization savings effort.
- Defined stakeholder requirements, mapped processes, and aligned features with Finance, Procurement, and Software Asset Management teams.
- Built low-code AI integrations to support governance workflows.
- Delivered 5+ demos, gathered stakeholder feedback, and used it to refine the product.
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, reaching an average session duration of 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
- Dean's List, 2023–2026
- Studies completed August 2026
- 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.