// SOLUTIONS OVERVIEW
Three services.
All of them scoped.
We don't offer an open-ended service catalogue. Each of Myvaltrix's engagements has a defined duration, deliverable, and price — so you know what you're getting before you commit.
← Back to HomepageHow we approach every engagement
Scoping
Before any contract is signed, we spend time understanding your data environment, your goals, and any constraints. This session is free and carries no obligation.
Agreement & Start
We provide a brief engagement letter defining scope, deliverables, timeline, and fee. Work begins once this is signed and any required data agreements are in place.
Delivery & Handover
Milestone reviews throughout, final delivery of documented work, and a handover session so your team understands what's been built and how to maintain it.
// SERVICE 01
Knowledge Graph Construction
Building structured knowledge representations from your organisation's unstructured data sources. This includes entity extraction, relationship mapping, and graph database setup. The resulting knowledge graph enables more sophisticated querying, discovery, and AI-powered reasoning across your information assets. Suited for research-intensive organisations or those with complex product catalogues.
What's included
- Entity extraction from existing text-based data sources
- Relationship schema design and mapping
- Graph database setup (Neo4j or equivalent open source)
- Query examples demonstrating AI-assisted discovery
- Full technical documentation and handover session
Process steps
Data audit and source inventory (weeks 1–2)
Entity and relationship schema design (weeks 3–4)
Extraction pipeline build and graph population (weeks 5–8)
Query development, testing, and documentation (weeks 9–10)
// SERVICE 02
Fraud Pattern Analysis
Design and implementation of detection systems that identify suspicious patterns in transactional or behavioural data. The service includes feature engineering, model development, and threshold optimisation to balance detection sensitivity with operational practicality. Appropriate for financial services, e-commerce, or any organisation where irregular activity represents meaningful risk.
What's included
- Feature engineering from transactional or behavioural data
- Detection model selection and training
- Threshold optimisation for your operational context
- False-positive rate analysis and mitigation recommendations
- Integration guidance and maintenance documentation
Process steps
Data exploration and fraud pattern baseline (weeks 1–2)
Feature engineering and model development (weeks 3–5)
Threshold calibration and operational review (weeks 6–7)
Documentation, integration guidance, handover (week 8)
// SERVICE 03
AI Ethics Review
A thorough evaluation of your AI systems and practices against established ethical frameworks. This service examines bias in training data, fairness of model outputs, transparency of decision-making processes, and compliance with emerging regulatory standards. Delivered as a written report with prioritised recommendations. Suitable for organisations deploying customer-facing AI who want responsible oversight.
What's included
- Bias assessment in training data and model outputs
- Fairness evaluation across user groups
- Transparency and explainability review
- Regulatory and framework compliance check (Malaysian and international)
- Written report with prioritised recommendations
Process steps
System documentation review and stakeholder interviews (week 1)
Bias, fairness, and transparency analysis (weeks 2–3)
Written report with prioritised recommendations and review call (week 4)
Which engagement fits your situation?
Use this overview to identify which service aligns with what you're trying to accomplish.
| DIMENSION | KNOWLEDGE GRAPH | FRAUD ANALYSIS | ETHICS REVIEW |
|---|---|---|---|
| Duration | 10 weeks | 8 weeks | 4 weeks |
| Price | RM 3,800 | RM 4,400 | RM 1,100 |
| Primary output | Graph database + queries | Detection model + docs | Written report |
| Requires raw data access | |||
| Best for | Complex data assets | Fintech / e-commerce | Customer-facing AI |
Fixed-fee engagement pricing
KNOWLEDGE GRAPH
RM 3,800
Fixed fee · 10-week engagement
- Entity extraction
- Graph DB setup
- Query examples
- Documentation + handover
FRAUD ANALYSIS MOST REQUESTED
RM 4,400
Fixed fee · 8-week engagement
- Feature engineering
- Detection model
- Threshold optimisation
- Integration guidance
AI ETHICS REVIEW
RM 1,100
Fixed fee · 4-week engagement
- Bias assessment
- Fairness review
- Regulatory compliance check
- Written report + review call
* All prices in Malaysian Ringgit (RM) and subject to applicable SST. Scope variations agreed in writing before any additional cost.
Technical and professional standards across all services
Secure Data Handling
Data Processing Agreements before any access. All client data destroyed or returned at close of engagement.
Open-Source Tooling
All code uses open, well-supported libraries. No proprietary lock-in. Full source provided at handover.
PDPA Alignment
All data handling procedures designed with Malaysia's Personal Data Protection Act 2010 in view.
Milestone Reviews
Regular progress check-ins so work doesn't diverge from what's actually useful before it's too late to correct.