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Questions we often hear

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How long does a typical project take?

It depends on scope, but most focused engagements run between two and six weeks. A data research project with a clearly defined brief can be delivered in one to two weeks. Predictive modeling or full analytics engagements typically take four to eight weeks. We always agree on a timeline upfront and hold to it.

Do you work with international clients?

Yes — we work with clients across Southeast Asia, Europe, and beyond. The majority of our engagements are conducted remotely with no loss of quality. We are happy to work across time zones and can schedule meetings to suit international clients.

What industries do you specialize in?

We have worked across a wide range of industries including retail, technology, logistics, e-commerce, real estate, media & entertainment, consumer goods, and manufacturing. Our methodology is industry-agnostic by design — we adapt our frameworks to each sector rather than relying on one-size-fits-all templates. Sector-specific experience informs our work; it doesn't constrain it.

How do you price your services?

We price on a project basis, not by the hour. After the discovery call we provide a fixed-fee proposal scoped to your brief. This means no surprise invoices and no incentive for us to drag out the work. For ongoing retainer relationships we offer monthly packages with clearly defined deliverables.

Do you sign NDAs?

Yes, without hesitation. We understand that data engagements often involve sensitive information. We are comfortable signing mutual NDAs before any substantive discussions take place, and our standard engagement agreement includes confidentiality provisions as a baseline.

Who owns the data, models, and deliverables?

You do — fully. All datasets, models, code, reports, and deliverables produced for your engagement are your intellectual property upon final payment. We retain no rights to the outputs and will not reference your engagement in our own materials without your explicit written permission.

What's the minimum project size you take on?

We don't publish a minimum, but we are selective about fit rather than size. We take on smaller, well-scoped projects when the question is interesting and the client is serious — and decline large projects that aren't a strong match. Tell us what you need and we will give you an honest answer.

What happens after the deliverable is handed over?

We include a findings walkthrough session in every engagement. After delivery, we are available for a thirty-day question period at no extra charge — covering clarification, interpretation, and guidance on implementation. Many clients then move into an ongoing retainer arrangement for continued support.