Our Methodology
How We Approach Each Project
Every project at synaptena follows a structured methodology designed to minimise uncertainty and maximise relevance. We begin with a thorough discovery phase — interviewing stakeholders, assessing available data, and understanding the business processes the solution needs to support.
From there, we move into design and prototyping, where we build lightweight proofs of concept that let you evaluate the approach before committing to full development. This iterative process means you are never far from a checkpoint where you can provide feedback and adjust direction.
Once the solution meets agreed criteria, we handle deployment, integration testing, knowledge transfer, and documentation. Our goal at the end of every engagement is an organisation that is more capable and confident in its use of AI — not one that depends on us indefinitely.
Fraud Detection Systems
This service designs and implements AI-based fraud detection tailored to your industry — financial transactions, insurance claims, e-commerce orders, or identity verification. We analyse your historical data to understand normal patterns, then build models that identify deviations warranting review. The system operates with configurable sensitivity — balancing detection rate against false positives to match your operational tolerance.
AI Chatbot Development
A service that creates conversational chatbots tailored to your specific business context — customer support, appointment booking, product guidance, or FAQ handling. We design the conversation flows collaboratively with your team, train the language model on your domain knowledge, and integrate with your preferred messaging platforms. The chatbot includes graceful handoff to human agents when queries exceed its scope.
Data Anonymization Service
This offering helps organisations prepare datasets for analysis, sharing, or compliance by applying AI-driven anonymization techniques — removing or transforming personally identifiable information while preserving data utility. We assess your data's sensitivity profile, recommend appropriate anonymization strategies (masking, generalization, synthetic substitution), and implement the processing pipeline.
Compare
Solution Comparison
A side-by-side view to help you identify which service aligns with your current priorities.
| Feature | Fraud Detection | AI Chatbot | Data Anonymization |
|---|---|---|---|
| Custom ML Models | |||
| Real-time API | |||
| Dashboard | |||
| Multi-platform Integration | |||
| Compliance Documentation | |||
| Privacy Impact Assessment | |||
| Price | RM 7,500 | RM 4,700 | RM 3,300 |
Across All Solutions
Technical Standards
Security & Privacy
End-to-end encryption, secure data handling protocols, and PDPA-aligned practices are standard across all engagements.
Performance Metrics
Every model and system is benchmarked against agreed KPIs — precision, recall, latency, and throughput targets documented upfront.
Ongoing Support
Thirty days of post-delivery support included with every project. Extended support arrangements available for monitoring and model updates.
Not sure which solution fits?
Reach out and we will help you identify the right approach based on your organisation's needs and data landscape.
Book a Discovery Call