Practical AI That Fits
Your Organisation

We begin with a discovery session where we listen to your goals, look at the data you have available, and discuss your constraints — budget, timeline, internal capability. From there, we recommend an approach that matches your actual circumstances rather than proposing the most complex or expensive option. Sometimes the right answer involves no AI at all, and we are comfortable saying that too.

Timelines vary depending on scope. The executive workshop series spans four half-day sessions over two to four weeks. Translation system projects generally take six to ten weeks from initial data review to deployment. Geospatial analytics work ranges from four to eight weeks depending on data complexity. We provide a detailed timeline estimate after our discovery conversation.

Yes. While we are based in Kuching, we work with organisations across Malaysia and the broader Southeast Asian region. Workshops can be delivered in person or via video conference, and our technical project work can be conducted remotely with regular check-ins. We are happy to discuss logistics for your specific situation.

It depends on the service. For translation projects, we typically need existing bilingual documents and any glossaries you maintain. For geospatial work, relevant location datasets such as GPS records, GIS files, or foot traffic data are helpful. For workshops, no data is needed — just some context about your industry and current AI awareness. We can discuss specifics during our initial conversation.

We take data stewardship seriously. All client data is handled under a confidentiality agreement signed before any project commences. We follow the Malaysian Personal Data Protection Act (PDPA) and use secure infrastructure for data processing and storage. Your data is never shared with third parties or used for purposes outside the agreed project scope.

Our quoted prices cover the complete scope of deliverables described for each service — including all development work, testing, documentation, and initial support. There are no hidden costs. If a project requires something beyond the standard scope, we will discuss it with you openly before proceeding. You will always know what you are paying for.