FixItFlow: Automated Troubleshooting Guide Generation from Cloud Incidents

Jul 16, 2026

FixItFlow is an automated system that leverages large language models to generate troubleshooting guides from historical cloud incident data. The system extracts diagnostic patterns from engineer actions and enforces strict validation to prevent fabricated content. In evaluations with 26 engineers, the generated guides received 61.5% positive ratings for clarity and led to a 2.3x reduction in mitigation time for incidents with associated guides.

Why it matters: This work shows that automated guide generation can meaningfully improve incident response efficiency and reduce the documentation workload for engineering teams.

Full story at: arXiv AI/ML ↗