Three solutions, each addressing a different layer of the chain
Demand sensing, routing intelligence, and end-to-end visibility. Each can be engaged independently or as part of a broader optimisation programme.
Back to HomeOur Methodology
How we approach every engagement
Before any model is built, we spend time understanding your current state. What data exists, where it's stored, how decisions are currently made, and what the primary operational pressures are. This scoping phase shapes everything that follows.
We take a practical stance on AI capability. Not every supply chain problem requires a complex model. Sometimes a well-structured optimisation algorithm or a cleaner data integration layer delivers more value than a neural network. We match the solution to the actual problem.
Quality assurance is embedded throughout — model validation against held-out data, integration testing in staging environments, and a controlled go-live process with your operations team fully briefed.
Discovery & Scoping
Data audit, workflow mapping, constraint identification, success metric definition.
Data Assessment
Data quality review, gap analysis, preprocessing pipeline design, source integration planning.
Model Development
Algorithm selection, model training, iterative refinement with client feedback.
Integration & Testing
ERP/WMS connection, staging environment testing, performance validation, team training.
Deployment & Handover
Controlled go-live, documentation delivery, post-deployment monitoring setup.
Demand-Driven Supply Planning
Development of AI models that align supply chain operations with actual demand signals — reducing both overstock and understock situations. The service covers demand sensing model implementation, inventory optimisation algorithms, and ERP system integration. Designed for Malaysian manufacturing and distribution businesses managing complex product portfolios.
What's included:
- Demand sensing model development and tuning
- Inventory positioning optimisation algorithms
- ERP integration and data pipeline setup
- Festive and seasonal demand pattern adjustment
- Model validation and performance documentation
Engagement steps:
- 1Historical order and inventory data review
- 2Demand signal identification and feature engineering
- 3Model training and iterative refinement
- 4ERP integration and live data feed setup
- 5Operations team briefing and handover
Logistics Route Optimisation
Implementation of AI-powered routing and scheduling systems for distribution fleets, warehousing operations, and last-mile delivery networks. The engagement includes geospatial analysis, constraint modelling, optimisation algorithm development, and dashboard setup for operations teams. Designed for logistics providers operating across Peninsular and East Malaysia.
What's included:
- Geospatial fleet and delivery data analysis
- Constraint modelling (capacity, time windows, restrictions)
- Routing optimisation algorithm development
- Scheduler setup for repeat route generation
- Operations dashboard configuration
Engagement steps:
- 1Fleet, delivery, and constraint data review
- 2Geospatial network mapping and analysis
- 3Algorithm development and route testing
- 4Dashboard integration and team walkthrough
- 5Live deployment and performance review
Supply Chain Visibility Platform
Design of end-to-end supply chain monitoring platforms that aggregate data from procurement, production, logistics, and sales channels. The service provides real-time status tracking, bottleneck identification, and predictive alerting for potential disruptions. Built to give supply chain managers a coherent, actionable view of their operations.
What's included:
- Multi-source data aggregation pipeline
- Real-time operational status dashboard
- Bottleneck detection and alerting rules
- Predictive disruption early-warning system
- Manager-facing reporting views
Engagement steps:
- 1Data source mapping across supply chain layers
- 2Aggregation pipeline and normalisation design
- 3Dashboard and alerting rule development
- 4Predictive model integration for disruption signals
- 5Deployment, user training, and documentation handover
Compare
Which solution fits your situation?
| Feature | Supply Planning | Route Optimisation | Visibility Platform |
|---|---|---|---|
| Addresses inventory imbalance | Partial | ||
| Fleet and delivery routing | |||
| Cross-function visibility dashboard | |||
| ERP integration required | Optional | ||
| Predictive disruption alerts | Partial | ||
| Best suited for | Manufacturers & distributors | Logistics operators | Supply chain managers |
Solutions can be combined — speak with our team about running two engagements in sequence.
Across All Engagements
Technical & professional standards
Data security
Encrypted data transfers, access-controlled environments, DPA agreements for all client data.
Model validation
Held-out validation data, documented performance metrics, clear communication of model limitations.
Full documentation
Model architecture docs, training configuration records, integration specs delivered to client.
Team training
Practical walkthrough sessions for operations and IT staff who'll work with the deployed systems.
Post-go-live monitoring
Initial performance monitoring period after deployment to catch and address early drift or integration issues.
PDPA compliance
Data handling aligned with Malaysia's Personal Data Protection Act 2010 throughout every engagement.
Pricing
Engagement pricing in RM
Solution 03
Visibility Platform
per engagement
- Data aggregation pipeline
- Real-time status dashboard
- Disruption alerting
- Documentation & training
Solution 02
Route Optimisation
per engagement
- Geospatial analysis
- Constraint modelling
- Optimisation algorithms
- Ops dashboard + training
Solution 01
Supply Planning
per engagement
- Demand sensing models
- Inventory optimisation
- ERP integration
- Documentation & training
Not sure where to start?
A short conversation with our team is often enough to identify which solution — or combination of solutions — would be most useful for your situation. No commitment required.
Talk to Our Team