About the client
The European truck manufacturing company is a global technology leader in the design and
manufacturing of premium quality light, medium and heavy-duty commercial vehicles
At a glance
In the current automotive environment, connected vehicles are not just the need of the moment but are paving the way of the future. A European truck manufacturer collaborated with Atos for GenAI-powered test case generation on a connected vehicles platform to improve its time to market and reduce costs.
Outcomes
- 20–25% early defect identification
- 95% regression automation of 2,000+ test cases through Atos Polaris AI Testing Platform
- 50% productivity improvement in automation scripting
- 20% cost reduction in overall QA
- 2x faster time to market
Challenges
A bumpy ride
The European truck manufacturer was facing a challenge with its high rollout time for connected vehicles, making it uncompetitive in the market. Relatively high costs translated into lesser budgets for new features in the connected vehicle platform. Other challenges included:
- Only 10% UI and API test automation
- Distributed domain, functional and technical knowledge among teams
- 23% - 25% functional defect leakage in UAT
The client was looking to execute a 4000+ regression functional suite in a short testing window, but this was difficult in view of the business-driven constraints.
Solution
Getting the show on the road
- Partnering with Atos, the client was presented with a proposal to implement Atos Polaris AI testing module. This platform aligns with the connected vehicle platform rollouts, and is enriched with IoT domain and functional knowledge.
- Atos implemented an inbuilt GenAI automation framework for automation scripting through a selenium framework. The team also planned automated regression for SIT and UAT test cycles.
Results
Automate. Assess. Deploy.
Leveraging the Atos Polaris AI - Testing platform enabled the client with the following benefits:
- 20-25% early defect identification
- Regression automation of more than 2,000 test cases (95%)
- 50% boost in productivity in automation scripting
- 20% cost reduction in quality assessment
This allowed the manufacturer to handle frequent deployment with ease.


