

How we built an OSS LLM-powered Incident Diagram Generator
Discover IncidentDiagram, an open-source CLI tool that uses LLMs to turn incident retrospectives and codebases into easy-to-understand visual diagrams.
January 2, 2025
6 mins
Building an incident response system that actually works requires more than just faster alerts. It demands a holistic approach that combines automation, collaboration, and actionable post-incident insights.
Every second counts when your service is down. According to industry research, the average cost of downtime can reach thousands of dollars per minute for technology-driven businesses. Yet, many engineering teams still struggle to reduce Mean Time to Resolution (MTTR) because their incident response systems are fragmented, slow, or overly manual. Building an incident response system that actually works—one that consistently drives down MTTR—requires more than just faster alerts. It demands a holistic approach that combines automation, collaboration, and actionable post-incident insights.
MTTR, or Mean Time to Resolution, measures the average time it takes to detect, respond to, and resolve incidents. High MTTR leads to longer outages, frustrated users, and lost revenue. For engineering teams, reducing MTTR is not just a technical goal—it’s a business imperative.
Example: An on-call engineer receives an alert but spends precious minutes tracking down the right documentation and assembling the response team. By the time the incident is resolved, the impact has multiplied.
Top-performing teams don’t just react faster—they build systems that make every step of the incident lifecycle more efficient. The most effective incident response systems share these core principles:
Manual steps slow down every phase of incident management. Automation accelerates response by:
incident:
trigger: service_down
actions:
- notify: on_call_engineer
- create_ticket: incident_tracker
- escalate_if_no_response: 10m
- post_update: slack_channel
Insight: Automated workflows reduce the risk of missed alerts and ensure that incidents are handled consistently, regardless of who is on call.
During an outage, scattered information leads to confusion and delays. Centralizing communication ensures that everyone—from engineers to stakeholders—has access to the latest updates and action items.
Example: With Rootly, developers can declare an incident with a simple chat command and receive real-time updates in their preferred collaboration tool, eliminating the need to switch contexts or hunt for information.
A robust incident response system doesn’t stop at resolution. Consistent post-incident reviews are essential for identifying systemic issues and preventing repeat failures.
Recent advances in AI enable platforms to analyze incident data, identify root causes, and recommend improvements automatically. This reduces the manual effort required for postmortems and helps teams focus on high-impact changes.
Callout: Reliability is not just about fixing what’s broken. It’s about learning from every incident to prevent entire categories of failures in the future.
Selecting the right platform is critical for building an incident response system that actually works. Key criteria for choosing an incident management tool include:
Rootly stands out by combining automation, deep integrations, and AI-driven insights in a single platform. Teams can manage incidents from detection to postmortem without leaving their collaboration tools. Rootly’s cloud-native architecture supports distributed teams and scales with your organization’s needs.
Insight: Leading technology companies trust Rootly to reduce downtime and improve reliability, thanks to its focus on automation, real-time collaboration, and actionable analytics.
Example: A team using Rootly reduced their incident response time by automating ticket creation, escalation, and stakeholder updates—all from within Slack.
Reducing MTTR is not about working harder—it’s about building smarter systems. By automating workflows, centralizing communication, and learning from every incident, engineering teams can resolve outages faster and prevent future failures. Rootly provides the tools and expertise to help teams master incident response, from kickoff to postmortem.
Ready to see how Rootly can help your team reduce MTTR and build a more reliable service? Explore Rootly’s features, request a demo, or start a free trial today.
Get more features at half the cost of legacy tools.
Get more features at half the cost of legacy tools.
Get more features at half the cost of legacy tools.
Get more features at half the cost of legacy tools.
Get more features at half the cost of legacy tools.