What working with us actually means
Domain-calibrated systems
Generic models underperform on specialist vocabulary. We adapt our systems to your specific domain, whether that is legal terminology, call centre scripts, or product catalogues.
No surprises on cost
Every engagement has a fixed price agreed in writing before work starts. There are no variable charges, no scope creep fees, and no ambiguity about what is included.
Senior team throughout
The people who scope your project are the same people who build it. You are not handed off to a delivery team after the initial discussions.
Integration-ready outputs
Deliverables are built to connect with your existing infrastructure — CRMs, search engines, analytics platforms — rather than requiring you to adopt new systems.
Documentation included
Every system ships with architecture docs, API references, and an operations guide. Your team gains full understanding and ownership from day one.
Local presence, regional reach
Based in Kuala Lumpur with experience across Malaysia and Southeast Asia. We understand local data constraints, language considerations, and PDPA requirements.
Deep ML engineering, not generalist consulting
Our team has backgrounds in academic research and industrial ML deployment. We have shipped production speech recognition systems, trained custom computer vision models at scale, and rebuilt search ranking for seven-figure product catalogues. We do not take on work outside our areas of competence.
- Specialists in speech, vision, and search ML
- Production deployment experience, not just prototypes
- Published academic and industry research backgrounds
Tools chosen for the problem, not for familiarity
We select frameworks, models, and infrastructure based on what best fits your requirements. We are not tied to a particular cloud vendor or model architecture. Where an open-source approach is more appropriate than a commercial API, we say so — and vice versa.
- Vendor-neutral recommendations
- Honest comparison of open-source vs commercial options
- Infrastructure designed for your team's capabilities
You always know where things stand
Bi-weekly written updates during every engagement. If something is running behind or needs to change, we tell you early. We handle status communication as a professional obligation, not an afterthought.
- Written updates every two weeks
- Early notification of scope changes or delays
- Direct communication with the people doing the work
Fixed pricing that reflects actual scope
Our prices are set by scope, not by an hourly meter running in the background. The number in the scope of work is the number on the final invoice. Projects range from MYR 2,800 for a rapid computer vision prototype to MYR 6,400 for a full speech-to-insight pipeline.
- 50/50 payment structure (start and delivery)
- No hidden fees or variable charges
- All prices in Malaysian Ringgit
Evaluation comes with the work, not after the fact
Every engagement includes an evaluation framework agreed at the scoping stage. We measure model quality against those criteria and share the results throughout the project. You do not need to take our word for whether the system is working.
- Acceptance criteria defined before work starts
- Evaluation reports at key milestones
- Both offline and online evaluation methods
omnifoldaxa vs typical AI providers
| Feature | omnifoldaxa | Typical Providers |
|---|---|---|
| Fixed-price engagements | Usually hourly | |
| Domain vocabulary customisation | Rarely | |
| Senior engineers on every project | Junior staff common | |
| Evaluation framework included | Often separate cost | |
| Documentation in deliverable | Variable | |
| Vendor-neutral tooling choices | Often tied to one cloud | |
| PDPA-aligned data handling | Varies | |
| Local KL-based team | Often overseas |
Distinctive aspects of how we work
We say no when we should
If your data is insufficient, your timeline is unrealistic, or your use case is not a good fit for AI, we will tell you before we start — not after we've taken your money.
Multilingual capability
Our speech and NLP work handles Bahasa Malaysia, English, and Manglish — including regional accents and code-switching — which most off-the-shelf tools handle poorly.
Full ownership on handoff
You receive full intellectual property rights to the code and models. We do not retain licences or usage rights over what we build for you.
Time-bound by design
Our longest engagement runs 12 weeks. We do not do open-ended retainers masquerading as project work. Every engagement has a defined end date from the start.
Milestones and affiliations
MDEC Technology Partner
Malaysia Digital Economy Corporation
MSC Malaysia Status
Since 2021
SME Corp Featured Company
AI for SMEs Programme 2023
UM Technology Collaborator
Universiti Malaya NLP Lab
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