Decide where to start.
Understand existing workflows, assess opportunities and choose a manageable first priority. I help evaluate tools and vendors against the work your team actually needs to do.
Work with me
Kuala Lumpur · Southeast Asia
Ongoing AI adoption support
I work with businesses on adopting AI in their day-to-day operations. I help identify useful applications, test them against real workflows, and support the people putting them into practice.
We work together on an ongoing basis, with priorities shaped around what your business needs.
How I can help
We start with where your team is today. The work may involve choosing a first use case, improving an existing workflow, or helping people use the tools already available to them.
Understand existing workflows, assess opportunities and choose a manageable first priority. I help evaluate tools and vendors against the work your team actually needs to do.
Configure tools, test workflows and build small prototypes. We use those trials to understand what is useful, what needs human review, and whether a larger implementation is justified.
Work through practical questions, develop guidance and help staff become comfortable using the tools. We connect the learning to tasks people already do.
Review what is working, resolve problems and decide what deserves further investment. The priorities change as your team learns and the business needs change.
Behind the work
Through AISEA Enterprise, we built a construction-cost workflow for a property developer, from spreadsheet ingestion and validation to human review and analysis.
Read the case studyI run sessions where people build and inspect working AI workflows, including a debugging exercise that follows a bakery order from interpretation to customer confirmation.
Explore the workshopsAt BaoKaLiao AI, I’m building Abby to help businesses and accountants prepare financial records for review. That work keeps me close to the practical questions of source documents, exceptions and human decisions.
Explore AbbyWorking together
We agree on a small set of priorities and work through them together. I stay involved as your team tests tools and changes workflows. When something needs a larger build, we agree on the scope and delivery separately.
We start with a conversation about the work, the people involved, and what needs to change. It helps to have someone on your team who can make decisions and involve the people who will use the tools.
Start a conversation
Tell me about your business, what you have tried, and where you are getting stuck.