Calmo
AI-powered debugging tool that resolves production incidents 10x faster
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About
Calmo is an AI debugging platform that helps software teams diagnose and resolve production incidents significantly faster by intelligently analyzing logs, traces, metrics, and error patterns. When something breaks in production, Calmo cuts through the noise — correlating signals across your observability stack to identify root causes that would take engineers hours to find manually.
The platform connects to existing monitoring infrastructure (Datadog, Sentry, PagerDuty, CloudWatch) and uses AI to analyze incident data with the knowledge of an experienced senior engineer who has seen thousands of similar problems. It generates plain-language incident summaries, identifies the likely root cause, suggests remediation steps, and links to relevant runbooks or past incidents.
Calmo is designed for on-call engineers who are under pressure to restore service quickly. By providing an intelligent starting point for investigation rather than requiring engineers to manually correlate dozens of dashboards and logs, it reduces mean time to resolution (MTTR) and decreases the cognitive load of being on-call.
The platform connects to existing monitoring infrastructure (Datadog, Sentry, PagerDuty, CloudWatch) and uses AI to analyze incident data with the knowledge of an experienced senior engineer who has seen thousands of similar problems. It generates plain-language incident summaries, identifies the likely root cause, suggests remediation steps, and links to relevant runbooks or past incidents.
Calmo is designed for on-call engineers who are under pressure to restore service quickly. By providing an intelligent starting point for investigation rather than requiring engineers to manually correlate dozens of dashboards and logs, it reduces mean time to resolution (MTTR) and decreases the cognitive load of being on-call.
Product Features
- Automated root cause analysis from logs and traces
- Integration with Datadog, Sentry, PagerDuty, CloudWatch
- Plain-language incident summaries and timelines
- Suggested remediation steps with runbook links
- Correlation across multiple monitoring sources
- Historical incident pattern matching
- On-call alerting with AI context included
- Slack and PagerDuty workflow integration
- Post-incident report generation
- Learning from resolved incidents
- Integration with Datadog, Sentry, PagerDuty, CloudWatch
- Plain-language incident summaries and timelines
- Suggested remediation steps with runbook links
- Correlation across multiple monitoring sources
- Historical incident pattern matching
- On-call alerting with AI context included
- Slack and PagerDuty workflow integration
- Post-incident report generation
- Learning from resolved incidents
About the Publisher
Calmo was founded by engineers who experienced firsthand the stress and inefficiency of production incident response. The company recognized that despite billions spent on observability tooling, the fundamental challenge of making sense of complex distributed system failures remained largely unsolved. Calmo applies modern AI capabilities to this problem, acting as an intelligent layer on top of existing monitoring infrastructure rather than requiring organizations to replace their established tooling.