Technical systems and data

Our Services

Three Engagements, Each Suited to a Different Stage of ML Adoption

We do not offer a single product applied to every situation. Each engagement is scoped to a particular organisational need — and each one has a fixed price and a defined deliverable.

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Our Method

How We Approach Each Engagement

Examine first

We look at what data your firm actually holds before proposing any approach. The fit between data and technique is verified before any code is written.

Define precisely

Success criteria are agreed in writing before work begins. This means the engagement is evaluated against what was promised, not what turned out to be easier.

Hand over completely

The deliverable belongs to your team. Documentation, transfer sessions, and maintenance notes are included as a matter of course — not as an optional extra.

Applied Machine Learning Pilot

Engagement 01

Applied Machine Learning Pilot

A scoped twelve-week engagement in which our team works alongside a Malaysian operating business to build, evaluate, and deploy a single ML capability against a real internal problem. Typical pilots address forecasting, classification, or document processing tasks for which the firm already has data of reasonable quality. The deliverable is working software, documented honestly, with a written assessment of where the model's judgement should be relied upon and where it should not.

  • Suitable for: forecasting, classification, document processing
  • Requires: existing data of reasonable quality and volume
  • Deliverable: production-ready system + honest written assessment
  • Includes: maintenance handover to your team
  • Duration: twelve weeks

Exclusive of SST. Fixed scope, no open-ended billing.

Engagement 02

Data Readiness Assessment

A short engagement for organisations that suspect their data is not yet in a condition to support the AI work they have in mind. We examine the firm's data sources, their custodianship, and their fitness for the kinds of question the leadership team would like to put to them. The output is a written assessment, plain in its language, naming what is and is not ready, and proposing the practical sequence of work that would close the gap.

  • Suitable for: organisations before committing to larger AI spend
  • Examines: source quality, volume, custodianship, fitness for purpose
  • Deliverable: plain-language written report with prioritised action sequence
  • Duration: typically two to three weeks

Exclusive of SST. Most clients use this before deciding on a pilot.

Data Readiness Assessment
Technical Reading Session for Leadership

Engagement 03

Technical Reading Session for Leadership

A half-day workshop conducted at the client's premises, intended for senior leaders who want a careful, non-promotional account of where machine learning systems can and cannot help their firm. We explain the relevant techniques in plain terms, walk through three or four worked examples drawn from comparable industries, and end the session with a written summary of the questions worth pursuing further.

  • Suitable for: boards, executive teams, family principals
  • Conducted: at your premises (Klang Valley and major centres)
  • Format: presentation + Q&A + three to four worked examples
  • Deliverable: written summary of questions worth pursuing further
  • Duration: half day (approximately 4 hours)

MYR 470

Book a Session

Exclusive of SST. Available in English and Bahasa Malaysia on request.

Decision Guide

Which Engagement Fits Your Situation?

Feature ML Pilot Data Assessment Leadership Session
Price (excl. SST) MYR 2,300 MYR 1,150 MYR 470
Duration 12 weeks 2–3 weeks Half day
Working software delivered
Written assessment
Requires existing data
Best for Firms ready to deploy Firms unsure if ready Teams forming a view

If uncertain, start with the Data Readiness Assessment. It costs MYR 1,150 and will clarify which next step is appropriate.

Standards Applied Across All Engagements

Technical and Professional Protocols

Data Handling Agreement

Signed before any data is accessed. Specifies storage, copying permissions, and deletion timeline.

Pre-agreed Success Criteria

Defined operationally before code is written. Evaluation is against these criteria, not internal benchmarks.

PDPA Compliance

All processes reviewed against Malaysia's Personal Data Protection Act 2010. Client PDPA obligations also advised upon.

Dual-audience Documentation

Technical docs for engineers; operational summaries for management. Both included without additional charge.

Structured Handover

Transfer sessions with your team in the final week of every pilot. The system is designed to run without us.

Explicit Limitation Reporting

Every report includes a section naming where the system should not be relied upon. This is not a caveat — it is part of the product.

Pricing

Transparent, Fixed-Scope Fees

All prices exclusive of SST. No hourly rates. No scope creep.

Leadership Session

MYR 470

excl. SST · half day

  • Half-day on-site workshop
  • 3–4 worked examples
  • Written post-session summary
  • BM version on request
Enquire

Data Assessment

Start Here

MYR 1,150

excl. SST · 2–3 weeks

  • Data source examination
  • Custodianship review
  • Plain-language written report
  • Prioritised action sequence
  • Gap-closing recommendations
Request Assessment

ML Pilot

MYR 2,300

excl. SST · 12 weeks

  • Production-ready system
  • Written model assessment
  • Technical + operational docs
  • Full maintenance handover
  • Limitation disclosure included
Enquire

Talk to Us Before Committing

We are available for an initial conversation at no cost. Describe your situation and the problem you want to address — we will give you a direct assessment of whether any of our engagements is the right fit, and if not, why not.

Book a Conversation