AI DORA METRICS INSIGHTS
Building Veloci — a DORA Metrics SaaS with AI insights.
Series: Devops (3 articles)
- 1AI DORA METRICS INSIGHTS This article
THE PROBLEM:
DORA metrics tell you WHAT happened (deployment frequency dropped 40% this
sprint). They don't tell you WHY. Engineering managers stare at dashboards
and guess. Was it the new code review policy? The infra migration? Holiday
season?
DORA metrics tell you WHAT happened (deployment frequency dropped 40% this
sprint). They don't tell you WHY. Engineering managers stare at dashboards
and guess. Was it the new code review policy? The infra migration? Holiday
season?
THE AI SOLUTION:
Veloci connects to GitHub/GitLab, automatically calculates all 4 DORA metrics,
then feeds the trends to Bedrock for causal analysis:
Veloci connects to GitHub/GitLab, automatically calculates all 4 DORA metrics,
then feeds the trends to Bedrock for causal analysis:
"Deployment frequency dropped from 12/week to 7/week over the last 2 sprints.
During the same period: average PR review time increased from 4h to 11h,
3 new required CI checks were added, and 2 senior engineers went on PTO.
What's the most likely cause and what should the team do?"
During the same period: average PR review time increased from 4h to 11h,
3 new required CI checks were added, and 2 senior engineers went on PTO.
What's the most likely cause and what should the team do?"
The AI connects dots that humans miss when looking at isolated metrics. It
correlates PR review patterns, CI duration changes, team capacity shifts, and
code complexity trends to provide actionable explanations — not just numbers.
correlates PR review patterns, CI duration changes, team capacity shifts, and
code complexity trends to provide actionable explanations — not just numbers.
The widget system (inspired by CapitalOne's Hygieia dashboard) provides
real-time views: Build health, Deploy cadence, Code quality trends, Security
posture, and Performance metrics — each with AI-powered anomaly detection
that alerts before metrics breach thresholds.
real-time views: Build health, Deploy cadence, Code quality trends, Security
posture, and Performance metrics — each with AI-powered anomaly detection
that alerts before metrics breach thresholds.
AWS Services: Bedrock, Lambda, RDS (PostgreSQL), ElastiCache (Redis)
GitHub: https://github.com/basel5001/veloci
Series: Devops (3 articles)
- 1AI DORA METRICS INSIGHTS This article
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