About
A product-led AI practice.
vuihoc.ai is led by Marc Nguyen, a product leader with 10 years in EdTech and Fintech who designs and ships production AI systems end to end. Every service we offer is backed by a system we already operate.
Capabilities
Product management
- Roadmap and strategy
- Stakeholder alignment
- Requirements and PRDs
- Cross-functional delivery
AI engineering
- LLMs and the Claude API
- MCP servers
- Retrieval with Postgres and pgvector
- Evaluation and LLM judges
Cloud infrastructure
- Cloudflare Workers and Pages
- Google Cloud
- Oracle Cloud
Product design
- Flows and wireframes
- Design systems
- HIG and WCAG audits
Principles
01
Evidence over opinion.
A short test on real data precedes every recommendation.
02
Measured delivery.
Each increment ships against an agreed metric.
03
Client ownership.
Code, data and documentation stay in your accounts.
04
Cost discipline.
Architecture sized to the workload, not to the vendor catalogue.
Timeline
- 2026
- Founder and Principal, vuihoc.ai
- Senior Product Manager in EdTech (Singapore and Southeast Asia)
- 2024
- Research practice on LLMs, retrieval and evaluation established
- 2016
- Product management career begins in EdTech and Fintech
Organisations and platforms worked with
- Anthropic Claude
- Oracle Cloud
- Google Cloud
- Cloudflare
Through product roles and our own systems. Listing does not indicate a vuihoc.ai client relationship.
Certifications
- Certified Scrum Product Owner (CSPO, Scrum Alliance)
- Professional Scrum Master I (PSM I, Scrum.org)
Start here
Request a scoping call.
Describe the outcome you need. The principal replies within two working days with a written view and a proposed first step.