Case Study: Global Car Manufacturer systemises AI adoption with Stellafai

Global Car Manufacturer uses Stellafai to rethink AI adoption as engineers spend up to $10,000 on a weekend

A global car manufacturer faced the challenge of fragmented AI adoption across its software delivery lifecycle, leading to inconsistent changes, rising AI costs, and an unclear demonstration of business value. The company engaged Stellafai to help its Platform Engineering team move from isolated AI experimentation to a deliberately designed, measurable system.

Stellafai facilitated an in-person workshop using event storming and impact mapping to help the team architect a new agentic software delivery lifecycle. This approach connected AI interventions to measurable business outcomes through OKRs, shifting the focus from simply doing more with AI to doing better. Stellafai then codified the workshop's outputs to generate AI agent specifications, providing the company with a shared model, measurable outcomes, and a repeatable process for systematic AI adoption.