From Experiment To Production, AI Settles Into Embedded Software Development
Help Net Security, Friday, January 2nd, 2026
AI-generated code is already running inside devices that control power grids, medical equipment, vehicles, and industrial plants.
AI moves from experiment to production
AI tools have become standard in embedded development workflows. More than 80% of respondents to a new RunSafe Security survey say they currently use AI to assist with tasks such as code generation, testing, or documentation. Another 20% say they are actively evaluating AI. No respondents report avoiding AI entirely.
The study shows varying depth of use. About half describe their AI integration as moderate, while more than a quarter report extensive use. Only a small fraction say they have no AI usage at all. This progression reflects a shift from trial projects to routine reliance.