Use-case review
Identify tasks where AI can save time or improve quality, and where it should not be used.
08 / AI INTEGRATION & AUTOMATION
Put AI to work inside the systems you already have.
AI is most useful when it fits into real workflows and real data rules. I help you find a worthwhile first use case, prototype it quickly, measure whether it works, and integrate it with the right safeguards.
Part-time remote consulting · Around 10–20 hours/week. Scope and meeting overlap agreed before work begins.
IS THIS A FIT?
When this helps most
- You see potential in AI but are not sure where it would pay off.
- You want to add AI features to an existing .NET or web application.
- You need to keep sensitive data within clear boundaries.
HOW I CAN HELP
What working together looks like
Prototype and evaluate
Build a small working prototype and test its output against real examples before investing further.
Production integration
Connect Azure AI Services or OpenAI APIs to your application with logging, cost controls, and human review where it matters.
Data boundaries
Decide what data AI services may see and design the integration around those rules.
RELEVANT EXPERIENCE
Done this before
Xing Tu (Cello) Liu brings more than 25 years of hands-on software engineering to every engagement.
Integrated Azure AI services, OpenAI APIs, and ML.NET models into an automated decision and execution platform.
MORE SERVICES
Other ways I can help
LET’S BUILD WHAT’S NEXT
Have a technology
challenge in mind?
Need an architecture review, a difficult bug resolved, system updates, or a modernization assessment? Tell me about your systems, timeline, and the support you need. I offer around 10–20 hours/week remotely and aim to reply within one business day.
Prefer email? Write to support@lxtsolutions.com.
BASED IN
North Vancouver, BC, Canada
Remote across Canada & the US, Pacific time