---
title: 'How to Automate Failure Triages and 10x Test Generation: What We''ve Learned Deploying AI Across HIL/SIL Workflows'
link: https://cognition.com/blog/how-to-automate-failure-triages-and-10x-test-generation-what-weve-learned-deploying-ai-across-hilsil-workflows
source: cognition
published: 2026-05-11T00:00:00Z
first_seen: 2026-09-02T14:07:29.769486161Z
summary: Requirements and ticket volumes keep growing while engineering capacity hasn't kept up. Through deployments with RV Tech and Mercedes, we share how AI is shortening validation cycles, automating failure triage, and saving thousands of engineering hours monthly.
---

Requirements and ticket volumes keep growing while engineering capacity hasn't kept up. Through deployments with RV Tech and Mercedes, we share how AI is shortening validation cycles, automating failure triage, and saving thousands of engineering hours monthly.