Our Solutions
Three focused services, each designed to address specific needs at different stages of your AI journey — from initial exploration to operational deployment.
Back to HomeOur Methodology
Every engagement at kalibrena follows a consistent methodology built around four phases: assessment, design, build, and handover. We start by understanding your operational context — the data you have, the constraints you face, and the outcomes you want. From there, we design a technical approach that fits your resources and timeline, build with regular checkpoints for review, and finish with a thorough handover that ensures your team can operate the solution independently.
This structured approach is not rigid — it adapts to the complexity and nature of each project. A scoping workshop moves through all four phases in a compressed timeframe, while a supply chain optimization project may cycle through design-build-review multiple times as the model is refined. The common thread is that every step is documented, every decision is explained, and every deliverable is tested against the criteria we defined together.
AI Supply Chain Optimization
This service applies AI modelling to your supply chain operations — inventory positioning, logistics routing, supplier selection, and demand-supply balancing. We build optimization models that consider your specific constraints — lead times, storage costs, service level requirements, and geographic factors. The models provide scenario-based recommendations rather than rigid prescriptions, giving your planning team the flexibility to apply judgment.
Key Deliverables
- Optimization models tailored to your constraints
- Scenario analysis tools for planning flexibility
- Dashboard integration with existing systems
- Operational documentation and maintenance guide
Process
- Data audit and constraint mapping
- Model architecture design and validation
- Iterative model training and testing
- Dashboard and API integration
- Documentation and team handover
Image Recognition Custom Training
A service that trains custom image recognition models for your specific visual classification needs — product identification, defect detection, brand monitoring, or environmental assessment. We work with your image data to define classification categories, prepare training datasets with appropriate labelling, and iteratively train models to your accuracy requirements. The deliverable includes trained models with confidence scoring, an inference API, labelling guidelines for continued improvement, and performance benchmarks.
Key Deliverables
- Trained models with confidence scoring
- Inference API for production deployment
- Labelling guidelines for ongoing improvement
- Performance benchmarks and test datasets
Process
- Image data review and category definition
- Dataset preparation and labelling
- Model training and accuracy iteration
- API deployment and integration testing
- Documentation and labelling guideline handover
AI Project Scoping Workshop
A facilitated workshop service designed to help teams move from a vague AI ambition to a well-defined project scope. Over two to three intensive sessions, we guide your stakeholders through problem definition, data availability assessment, technical feasibility analysis, and success criteria establishment. The output is a clear project brief with defined deliverables, timelines, resource requirements, and risk considerations. This workshop is valuable for organisations at the beginning of their AI journey who want to invest wisely by understanding the landscape before proceeding.
Key Deliverables
- Clear project brief with defined deliverables
- Timeline and resource requirement plan
- Risk assessment and mitigation strategies
- Data readiness evaluation
Process
- Pre-workshop stakeholder interviews
- Problem definition and prioritisation session
- Data landscape and feasibility assessment
- Project brief compilation and review
Which Solution Fits Your Needs?
Use this comparison to identify the best starting point for your team.
| Feature | Supply Chain Optimization | Image Recognition Training | Scoping Workshop |
|---|---|---|---|
| Best For | Operations & logistics teams | QA & visual inspection teams | Teams new to AI |
| Typical Duration | 6–10 weeks | 4–6 weeks | 1–2 weeks |
| Data Required | Assessed during workshop | ||
| Deployed Model | |||
| API Integration | |||
| Price | RM 7,800 | RM 5,200 | RM 1,900 |
Tip: If you are unsure where to start, the Scoping Workshop is designed as an entry point to help you define the right next step.
Technical Standards Across All Solutions
Data Security
All data processed in encrypted environments with controlled access. PDPA compliance maintained throughout every engagement.
Model Validation
Proper train-test splitting, cross-validation, and bias assessment on every model we deliver. Test datasets included for independent verification.
Post-Delivery Support
Two weeks of post-delivery support included with every engagement, covering questions, minor adjustments, and knowledge transfer reinforcement.
Version-Controlled Code
All code maintained in version control with clear commit history. Full repository access provided at project completion.
Clear Scope Agreements
Detailed scope document signed before work begins, with defined deliverables, timelines, and change management procedures.
Progress Reporting
Regular progress updates at defined checkpoints. Your team always knows where the project stands and what comes next.
Pricing
Transparent base pricing for standard scope. Adjustments discussed openly when project complexity requires it.
Supply Chain Optimization
RM 7,800 per engagement- 6–10 weeks typical duration
- Custom optimization models
- Dashboard integration
- Full documentation
- 2 weeks post-delivery support
Image Recognition Training
RM 5,200 per engagement- 4–6 weeks typical duration
- Custom trained models
- Inference API
- Labelling guidelines
- 2 weeks post-delivery support
Scoping Workshop
RM 1,900 per workshop- 1–2 weeks duration
- Detailed project brief
- Risk assessment
- Data readiness evaluation
- No further commitment required
Not Sure Which Solution Fits?
Reach out and tell us a bit about your situation. We will help you identify the right starting point — no pressure, just a thoughtful conversation.
Let's Talk