About
About Emprise Chan
I'm an AI strategy consultant and practitioner. I help people and organisations understand AI and IT clearly, design a feasible path forward, and resolve problems with vendor-neutral consulting — including hands-on execution experience when needed.
I've delivered 20+ AI and analytics projects for government departments, tech companies, and enterprises over 10+ years in NLP, LLM, analytics, and system delivery.
Full project cycle
Complete analytics project cycle
From the commercial conversation before a project starts, through design, implementation, testing, and maintenance — and back to improvement.
Corporate AI adoption
Capability stack
AI adoption needs governance and management, not only tools. Software, AI, and security must work together with reliable infrastructure foundations.
Methodology
Understand → Design → Resolve
A practical consulting approach refined across real projects.
Understand
Clarify the real problem, decision context, constraints, and risks.
Design
Create a feasible strategy, workflow, system path, or vendor decision model.
Resolve
Help move the decision into action with suitable execution, governance, and follow-through.
Track record
Anonymised case snippets
Government sector
Relationship analysis platform for a large-scale compliance programme.
Outcome: Investigation time reduced significantly.
Enterprise tech
ML platform design with search, training, versioning, and feedback loops.
Outcome: Unified delivery path for data science teams.
Startup
LLM product from feasibility through production launch.
Outcome: Compliant go-live with clear human-review workflow.
Who I work with
- Government departments (Hong Kong & regional)
- Mid-size tech companies
- Enterprises undergoing digital transformation
- Management teams considering AI import or vendor adoption
Personal note
I don't just consult — I can work at the level of architecture, delivery, and vendor negotiation. I've been a team lead, presales engineer, and client-facing strategist.