Three Ways AI Can Improve Your Software Quality
Each service addresses a distinct layer of quality assurance — choose one or combine them for broader coverage.
Back to HomeHow We Work
Every engagement follows the same structured approach — ensuring nothing is left undefined before work begins.
Scoping Call
We discuss your stack, environment, and where quality gaps are most pressing.
Written Plan
A clear test plan with scope, criteria, and timeline — agreed before work starts.
Implementation
Framework setup, model training, or pipeline integration — with regular check-ins.
Handover
Structured session covering documentation, walkthrough, and questions.
AI-Powered Test Automation
Implementation of AI-driven testing frameworks that generate test cases, identify regression-prone areas, and prioritise testing effort based on code change analysis. The service covers framework setup, model training on historical defect data, and integration with CI/CD pipelines — suited for Malaysian software teams seeking more thoughtful testing coverage.
Key Capabilities
- AI-generated test case suggestions based on code analysis
- Risk-based test prioritisation using historical defect data
- CI/CD pipeline integration (GitHub Actions, GitLab, Jenkins)
- Regression detection across code change impact zones
- Documented framework with version-controlled test scripts
Process Steps
- 1Environment audit — reviewing your existing stack, build pipeline, and available test history
- 2Framework selection and configuration — choosing tooling matched to your stack
- 3AI model training on historical defect and coverage data
- 4CI/CD integration, pipeline testing, and calibration
- 5Documentation, walkthrough, and knowledge transfer session
ENGAGEMENT PRICE
RM 6,200
Full scope — setup, integration, handover
TYPICAL TIMELINE
WHAT GETS DETECTED
Visual Regression & UI Testing
Deployment of computer vision-based visual regression testing systems that detect unintended UI changes across web and mobile applications. The engagement includes baseline establishment, sensitivity calibration, cross-browser configuration, and alert workflow integration — designed for product teams maintaining consistent user experiences.
Key Capabilities
- Visual baseline establishment across all target pages
- Sensitivity thresholding to reduce false positives
- Cross-browser and cross-device coverage
- Alert integration with Slack, email, or webhook
- Diff report generation for team review
- 1Page inventory and priority mapping
- 2Visual baseline capture across browsers and viewports
- 3Sensitivity calibration and threshold tuning
- 4Alert workflow setup and team integration
ENGAGEMENT PRICE
RM 4,500
Full scope — setup, integration, handover
Quality Analytics & Defect Prediction
Development of predictive models that analyse development metrics, code complexity, and historical defect patterns to forecast quality risks in upcoming releases. Services include data pipeline setup, model training, risk dashboard development, and integration with project management tools for proactive quality planning.
Key Capabilities
- Defect prediction model trained on your project's history
- Code complexity and churn analysis pipelines
- Pre-release risk scoring dashboard
- Integration with Jira, Asana, or Linear
- Readable reports for both engineering and product teams
- 1Data source audit — version control, defect tracker, CI history
- 2Data pipeline setup and historical data processing
- 3Predictive model training and validation
- 4Risk dashboard build and PM tool integration
- 5Team walkthrough and interpretation guide
ENGAGEMENT PRICE
RM 3,800
Full scope — pipeline, model, dashboard, handover
RISK METRICS TRACKED
Which Service Is Right for You?
Use this table to understand what each service covers — and where they can be combined.
| Capability | Test Automation | Visual Regression | Defect Prediction |
|---|---|---|---|
| Functional test coverage | |||
| UI consistency checks | |||
| Release risk forecasting | |||
| CI/CD pipeline integration | |||
| Best for high UI iteration rate | |||
| Best for large legacy codebases | |||
| Starting price | RM 6,200 | RM 4,500 | RM 3,800 |
What Applies Across All Services
Data Security
All client data is handled under NDA with restricted access and no post-project retention.
Written Scope Agreement
Engagement scope confirmed in writing before work begins — no surprises mid-project.
Knowledge Transfer
Every project closes with structured documentation and a team walkthrough session.
Clear, All-Inclusive Prices
Each price covers the complete engagement — no hourly billing, no surprise extras.
SERVICE-003
Defect Prediction
RM 3,800
Analytics pipeline, model, risk dashboard, PM integration, handover
EnquireSERVICE-002
Visual Regression
RM 4,500
Baseline setup, calibration, cross-browser config, alert workflow, handover
EnquireSERVICE-001
Test Automation
RM 6,200
Framework setup, model training, CI/CD integration, test scripts, handover
EnquireNot Sure Which Service Fits?
A short conversation is usually enough to identify the right starting point for your team's needs.
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