Technical articles · 2026.09.04
Automotive AI assurance 4 — connecting evidence, context and assurance arguments
From Validation to AI Assurance in Automotive
Overview
The final article explains how assurance arguments connect validation evidence with risks, requirements, operating conditions and known limitations. It follows evidence from data analysis through operational inference, emphasizing traceability and reassessment as systems change and new observations emerge, and relates this approach to Keysight’s validation tooling.
Publication and version information
Part of Keysight’s automotive AI technical blog series.