Cerebrix.
AI solutions
Service Overview

Three things.
Done properly.

Anomaly detection, knowledge graph construction, and AI ethics review. Each service is scoped, priced, and delivered as a complete engagement with defined output.

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HOW WE WORK

Our approach to
every engagement.

01

Scoping conversation

We discuss your data environment, current tooling, and intended outcome. We assess whether our services match what you need.

02

Scope document

A written statement of deliverables, timeline, and price. Nothing proceeds until this is agreed by both parties.

03

Build & review

Work proceeds with regular written updates. Key decisions are shared as they arise, not held until the end.

04

Handover

Structured session covering architecture, deployment, monitoring, and documentation. 30-day clarification window follows.

SERVICE 01

Anomaly Detection
Systems

We design and deploy anomaly detection models that continuously monitor your data streams — transaction logs, sensor readings, network traffic, or user behaviour — and flag unusual patterns for review. The service covers baseline modelling, threshold calibration, alert routing, and integration with your incident management tools. Appropriate for fintech, cybersecurity, and infrastructure monitoring teams.

WHAT'S INCLUDED

  • Baseline model design and calibration for your specific data type
  • Threshold configuration with adjustable sensitivity settings
  • Alert routing to your existing incident management platform
  • Integration testing and validation against historical data
  • Monitoring dashboard setup and documentation

PROCESS STEPS

1Data audit and stream mapping
2Baseline model selection and training
3Threshold calibration and alert logic
4Integration and incident tool connection
5Testing, documentation, and handover

PRICE

MYR 5,100

Typical delivery: 6–9 weeks

Enquire
Anomaly detection data streams

SERVICE 02

Knowledge Graph
Construction

We build structured knowledge graphs from your unstructured data assets — documents, databases, wikis, and communication logs — creating a queryable map of entities and relationships within your organisation. The service includes ontology design, entity extraction, relationship mapping, and a query interface. Well-suited for research organisations, legal firms, and enterprises with complex information landscapes.

WHAT'S INCLUDED

  • Ontology design tailored to your domain and data types
  • Entity extraction pipeline for documents and structured sources
  • Relationship mapping and graph population
  • Query interface for exploration and retrieval
  • Maintenance guide and schema documentation

PROCESS STEPS

1Data inventory and source assessment
2Ontology design and stakeholder review
3Entity extraction and relationship mapping
4Graph population and query interface build
5Validation, documentation, and handover

PRICE

MYR 7,300

Engagements: 8–14 weeks

Enquire

SERVICE 03

AI Ethics
Review

A thorough evaluation of your AI systems against fairness, transparency, accountability, and privacy principles. We examine training data composition, model decision pathways, stakeholder impact, and regulatory alignment. The deliverable is an ethics scorecard with actionable remediation steps. Designed for organisations deploying customer-facing or high-stakes AI systems.

WHAT'S INCLUDED

  • Training data composition analysis for bias and representational gaps
  • Model decision pathway review and explainability assessment
  • Stakeholder impact mapping
  • Regulatory alignment check (Malaysian and international standards)
  • Ethics scorecard with prioritised remediation steps

PROCESS STEPS

1System documentation and access review
2Data and model evaluation against fairness dimensions
3Stakeholder and impact mapping
4Regulatory alignment assessment
5Scorecard production and remediation planning session

PRICE

MYR 2,200

Completed within: 3–5 weeks

Enquire
AI ethics review

COMPARISON

Which service
suits you?

FEATURE ANOMALY DETECTION KNOWLEDGE GRAPH AI ETHICS REVIEW
Ongoing monitoring capability
Structured knowledge retrieval
Regulatory alignment review
Good entry point for AI assessment
Suitable for fintech / cybersecurity
Suitable for legal / research orgs
Shortest engagement
Starting price (MYR)5,1007,3002,200

BEST FOR

Anomaly Detection

Organisations with active data streams that need structured, automated flagging of unusual activity.

BEST FOR

Knowledge Graph

Organisations with large, heterogeneous document and data assets that need to be made queryable.

BEST FOR

AI Ethics Review

Organisations deploying AI in customer-facing or high-stakes settings who need an independent evaluation.

SHARED ACROSS ALL SERVICES

Technical standards
that apply to everything.

PDPA 2010 Compliance

All data handling aligned with Malaysia's Personal Data Protection Act 2010, with data processing agreements in place for every engagement.

Documentation standard

Every system delivered includes technical documentation, operational guides, and a maintenance reference — all written for the team that will use it.

Open tooling

We build with open standards and well-supported frameworks. No proprietary platforms that require ongoing licensing through us.

Infrastructure-agnostic

Systems are designed to run on your existing infrastructure, whether cloud-based, on-premises, or hybrid.

Ethics by design

Fairness and transparency considerations are part of the design process for all service areas, not added as a post-delivery review.

Client ownership

Everything we build belongs to you. No licensing conditions, no ongoing dependency on Cerebrix to keep the system running.

GET STARTED

Something here looks
relevant?

Reach out and describe your situation. We'll confirm whether there's a fit and what the next step looks like.

Contact Us