At a Glance
What You Get When Working With Us
Fixed, Transparent Pricing
Prices are published. No scope inflation, no hourly billing surprises after the fact.
Defined Project Scope
Each engagement has clear boundaries. What is included — and what is not — is written down before work begins.
Malaysia-Based Team
Direct access to practitioners familiar with local regulatory context, business norms, and working time zones.
Documented Handover
Every engagement ends with documentation — models, reports, or financial analyses structured for your team's use.
Integration-Ready Output
Systems are built to fit within your current infrastructure — not alongside it as an unconnected parallel layer.
Plain Communication
We explain what we are doing and why, without burying decisions in technical jargon or marketing language.
In More Depth
Each Benefit, Explained
Expertise
Practitioners, Not Generalists
The Saxum team comprises people who have built production AI systems, not consultants who advise on them from a distance. Our practitioners have backgrounds in machine learning engineering, data pipeline architecture, and business financial modelling. We apply those skills to each project directly.
- Machine learning and data engineering backgrounds
- Direct experience with Malaysian data environments
- Familiarity with PDPA compliance requirements
Technology
Current Methods Applied Selectively
We use contemporary AI methods — modern classification architectures, adaptive algorithm frameworks, and structured financial modelling tools — but apply them selectively based on what the problem actually requires. We do not apply AI methods where simpler approaches would serve better.
- Modern classification and sequencing frameworks
- Tool selection driven by the problem, not trends
- Integration tested against actual client systems
Service
Responsive, Direct Communication
During an engagement, you work directly with the practitioners doing the work. Questions go to the people with the answers. Progress is communicated through written updates at agreed intervals, not filtered through account management layers.
- Direct access to the practitioner doing the work
- Written progress updates at agreed intervals
- Issues flagged proactively, not at project end
Value
Prices Aligned to Scope
Our pricing reflects the actual work involved in each service. The cost-benefit analysis at RM 600 for two weeks is accessible for organisations at early evaluation stages. The classification and learning system projects at RM 2,100 and RM 3,900 reflect the engineering and integration effort involved. No fees are added for account management, project coordination overhead, or travel unless agreed separately.
- Prices visible before enquiry
- No hidden coordination fees
- Entry-level analysis suitable for budget approval stages
Results
Measurable Outcomes, Not Activity Reports
Each project is evaluated against measurable criteria established at the start — classification accuracy thresholds, learner performance improvement benchmarks, or financial model coverage of specified cost categories. The final deliverable is reviewed against these criteria before handover.
- Acceptance criteria defined before work begins
- Deliverables reviewed against criteria prior to handover
- Second-practitioner review of outputs
How We Compare
Saxum vs Typical AI Providers
| Feature | Saxum | Typical AI Consulting Firms |
|---|---|---|
| Pricing model | Fixed price, published | Hourly or retainer |
| Project scope | Written, agreed upfront | Often evolves mid-project |
| Local team access | KL-based, direct contact | Often offshore or account-managed |
| PDPA familiarity | Considered in all projects | Varies by provider |
| Deliverable format | Documented, versioned output | Presentation decks or verbal debrief |
| Entry-level option | RM 600 cost-benefit analysis | High minimum engagements |
Distinctive Features
What Sets Saxum Apart
A Starting Point That Doesn't Require Commitment
The AI cost-benefit analysis at RM 600 is designed as a genuine starting point — not a loss leader. It produces a financial model you can use independently of any further work with us.
We Will Tell You When AI Isn't the Answer
If initial conversations suggest that a non-AI approach would serve your need better, we say so. Our interest is in work that delivers outcomes, not in generating project fees.
Integration as a First-Class Concern
Classification systems and learning platforms are integrated into your existing data pipelines and LMS infrastructure during the project, not handed over as standalone prototypes for your team to connect later.
Built for the Malaysian Business Environment
Work is conducted with awareness of Malaysia's data protection framework, multilingual data environments, and the procurement norms typical of Malaysian organisations.
Track Record
Milestones and Recognition
47+
Organisations Served
94%
Projects Delivered on Schedule
3
Defined AI Service Areas
5+
Years Operating in Malaysia
MDEC Digital Services Recognition
March 2025 — Listed among endorsed digital services providers under Malaysia's digital economy framework.
ISO 27001 Aligned Practices
Saxum data handling and system access procedures are aligned to ISO 27001 principles as of February 2025.
PIKOM Membership
Active member of the ICT industry association in Malaysia, maintaining access to sector developments and peer network.
Interested in How This Applies to Your Situation?
A brief conversation is usually sufficient to understand whether there is a practical fit. No obligation on either side.
Get in Touch