hi, i'm —
CalvinLiew.
I turn business needs into useful AI products.
At Sanofi, I led development of SupRM Intelligence, an AI assistant that reached 80 unique production users and 572 conversations in its first six months.
Featured projects(my favorites)
Recent work I'm proud of, across AI agents, product, and data.
SupRM Intelligence: AI for Supplier Decisions
80
unique production users in the first six months
572
conversations in the first six months
An enterprise AI assistant I led at Sanofi, SupRM Intelligence reached 80 unique production users and 572 conversations in its first six months. It supports decisions across 61 strategic suppliers and 34 Key Supplier Managers. I built its evaluation framework, reusable agent tools, and supplier performance reporting.
SaaSScout: A Grounded RAG Copilot for SaaS Evaluation
335
products indexed
4,899
review chunks in Chroma
A software comparison tool that helps analysts turn product, pricing, and review evidence into a shortlist. Built with React, FastAPI, and retrieval-augmented generation (RAG), it shows sources, flags missing information, and produces comparison scorecards and next checks.
PantryPilot: Know What Will Spoil, Cook What You Have
50
survey respondents
$1,300+
avg household food waste/yr
A new venture concept and working UX prototype for a smart pantry management app. PantryPilot connects inventory risk, recipe matching, and grocery planning into one system to help households cut the average $1,300+ in avoidable food waste per year. Validated through a 50-person primary research survey, a 24-month financial model projecting break-even at Month 17, and a React 18 + TypeScript prototype deployed on Netlify.
What I do(the toolkit)
From understanding the problem to defining requirements, testing the solution, and learning from users.
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
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.