Why Cerebrix
The case for choosing different.
AI engagements fail for predictable reasons. Here's how we've structured our practice to avoid them.
← Back to HomeCOMPETITIVE ADVANTAGES
Three service areas, done well. Not a wide catalogue of loosely related offerings padded out to fill a proposal.
Start and end dates are written into the engagement. Not open-ended retainers that drift across quarters.
Prices are stated on our website and don't change once scope is agreed. No negotiation games, no inflated opening figures.
The people you speak to during scoping are the people who build your system. No handoff to a separate delivery resource.
Every engagement includes structured documentation your internal team can use to operate and extend what we've built.
Situated in Kuala Lumpur, we understand local data governance, sector-specific regulation, and infrastructure realities.
IN DEPTH
The Cerebrix team combines deep technical experience across machine learning engineering, knowledge representation, and AI governance. Our practitioners have worked across financial services, legal, and research sectors — which means we understand the data environments and regulatory considerations that are standard in those industries.
We work with current, well-supported tooling — not legacy frameworks or proprietary platforms that create lock-in. Our anomaly detection pipelines are built on open standards. Our knowledge graphs use established ontology formats. Our ethics reviews follow internationally recognised fairness and accountability frameworks adapted to the ASEAN regulatory context.
Engagements are managed with written scope, written updates, and written handover. Questions get answered in working hours. We don't have a support tier structure — if you have a question about something we built, you ask the person who built it. Progress is reported at agreed intervals, not whenever we remember to send an update.
Prices are published and fixed per engagement type. The AI Ethics Review at MYR 2,200 covers a complete evaluation cycle with deliverable scorecard. The Anomaly Detection System at MYR 5,100 and Knowledge Graph Construction at MYR 7,300 cover the full engagement from scoping to handover. No add-ons, no upsell tier.
Our measure of a successful engagement is whether the system works reliably after we leave and whether the team that commissioned it can explain what it does. We don't count an engagement as complete until the documentation is done and the handover session has taken place. The output belongs to you, fully and without conditions.
COMPARISON
| FACTOR | TYPICAL AI VENDORS | CEREBRIX |
|---|---|---|
| Pricing transparency | ||
| Fixed scope per engagement | ||
| Direct access to delivery practitioner | ||
| Documentation included as deliverable | Sometimes, extra fee | |
| Ethics considerations from project start | ||
| Formal handover session | Rarely | |
| Malaysian regulatory expertise | ||
| No ongoing retainer required |
UNIQUE TO CEREBRIX
Even when you're not commissioning a standalone AI Ethics Review, fairness and transparency considerations are part of how we design every detection and knowledge system. This isn't marketed as a feature — it's just how the work is done.
If your situation isn't suited to our services, we say so in the first conversation. We'd rather save your time than take on work we can't do well.
For 30 days after project close, we're available to answer clarification questions at no additional charge. Most issues that arise after handover are documentation questions, not build failures.
We operate within Malaysia's Personal Data Protection Act 2010 as standard. Data processing agreements are part of the engagement onboarding, not an optional add-on for organisations that ask.
RECOGNITION
45+
ENGAGEMENTS COMPLETED
5+
YEARS IN OPERATION
3
SPECIALIST SERVICE AREAS
MY
PDPA-ALIGNED OPERATIONS
MSAI Member Organisation
Malaysian Society of Artificial Intelligence, since 2021
MDEC Digital Nasional Partner
Recognised AI solutions provider, 2023
ISO 27001-aligned Practices
Information security management, in process 2025
NEXT STEP
A brief conversation is the easiest way to understand whether your project matches our service areas. No commitment involved.
Get in Touch