Three Disciplines.
One Focused Practice.
We work in exactly three AI disciplines. Below is a detailed look at each — what it covers, how it works, and what it costs.
Back to HomeDiscovery
Understand your data and goals
Scoping
Written spec, timeline, fixed cost
Build & Validate
Staged development with check-ins
Handover
Docs, training, 30-day support

Natural Language Processing Solutions
Text analysis systems for sentiment tracking, document summarisation, chatbot development, or compliance review. We handle requirements gathering, corpus preparation, model fine-tuning, and integration. Works with English and Bahasa Malaysia, including code-switched text common in Malaysian business contexts.
- Sentiment analysis and intent detection
- Automated document summarisation
- Chatbot and virtual assistant development
- Platform integration and API delivery
- Full documentation and team handover
Requirements and corpus audit
Understand the use case, assess your existing text data
Data preparation
Clean, structure, and label for model training
Model training and evaluation
Fine-tune, test, share performance metrics openly
Integration and handover
Deploy, connect to your systems, train your team

Computer Vision Integration
Image and video analysis for quality control, inventory monitoring, or document digitisation. We cover camera setup consultation, model training on your specific visual data, and deployment into your operational environment. Suited to manufacturing, logistics, and retail organisations.
- Camera and sensor setup consultation
- Image collection and annotation support
- Custom model training on client-specific data
- Edge and cloud deployment options
- Alert and reporting system integration
Site and camera assessment
Evaluate environment, lighting, positioning
Image collection and annotation
Gather samples, label for training
Model training and testing
Train against production data, validate performance
Deployment and operator training
Go live, train staff, hand over documentation

Predictive Analytics Platform
A tailored analytics solution that reads your historical data to surface patterns and forward-looking signals. Covers data pipeline construction, forecasting model training, dashboard creation, and user training. Built for operations, finance, and marketing teams who want data-informed planning.
- Data source audit and pipeline architecture
- Feature engineering and model training
- Decision dashboard and output visualisation
- Integration with existing BI tools
- User training and full documentation
Data landscape review
Inventory sources, assess quality, identify gaps
Pipeline construction
Automated data flows for reliable model inputs
Model training and dashboard
Predictive models with decision-support interface
User training and handover
Train your team on interpreting and acting on outputs
Which Solution Fits Your Situation?
A quick reference to guide your starting point.
| Requirement | NLP RM 2,400 |
Vision RM 3,200 |
Analytics RM 4,500 |
|---|---|---|---|
| Text-based inputs | – | – | |
| Image / video inputs | – | – | |
| Historical numerical data | – | – | |
| Customer service automation | – | – | |
| Quality control inspection | – | – | |
| Demand / sales forecasting | – | – | |
| Bahasa Malaysia support | N/A | N/A | |
| Decision dashboard included | – | Optional |
Standards Shared Across All Solutions
PDPA-aligned data handling
Full delivery documentation
30-day post-delivery support
Fixed-price engagement
Not Sure Which Solution Fits?
Describe your problem and we'll tell you honestly which of our disciplines applies — or whether AI is the right approach at all.
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