koalr
Engineering metrics comparison

Koalr vs Swarmia

Swarmia tracks flow metrics well. Koalr adds what Swarmia was never built for: pre-merge deploy risk prediction, test coverage integration, and a genuine AI chat interface on your live engineering data.

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Where Koalr wins

Three capabilities Swarmia does not offer at any price point.

Deploy Risk Prediction

Koalr scores every PR 0–100 across 36 research-validated signals — coverage delta, CODEOWNERS compliance, change entropy, author expertise, AI authorship, DDL migrations — before you merge. Swarmia has no risk model.

Test Coverage Integration

Koalr integrates with Codecov and SonarCloud, using coverage drops as a deploy risk signal. You can see exactly which files are under-tested before you push to production. Swarmia has no coverage integration.

AI Chat with Live Data

Ask Koalr questions about your PRs, deployments, incidents, and team metrics in natural language. Koalr's LLM has access to your live engineering data. Swarmia has no AI chat interface.

Full feature comparison

Feature
Koalr
Swarmia
Core Metrics
DORA metrics dashboard
✓
✓
Deployment frequency tracking
✓
✓
Lead time for changes
✓
✓
Change failure rate
✓
✓
Mean time to restore (MTTR)
✓
✓
Risk & Safety
Deployment risk prediction
✓36-signal pre-merge risk score, 0–100
✗Not available
Test coverage integration
✓Codecov + SonarCloud as risk signals
✗Not available
CODEOWNERS sync & enforcement
✓Auto-sync + GitHub Check Run blocking
✗Not available
DDL migration detection
✓
✗
AI authorship detection (Copilot, Cursor)
✓
✗
Plain-English risk explanations per signal
✓Every HIGH/CRITICAL PR explains exactly why it is risky
✗Not available
AI-generated risk narrative (Business)
✓Claude explains compounding signal interactions
✗Not available
Actionable remediation steps per signal
✓REQUIRED / RECOMMENDED steps with context
✗Not available
Auto-generate rollback migration
✓Parses DDL SQL and generates inverse statements
✗Not available
Auto-generate CI workflow
✓Detects stack, generates GitHub Actions YAML
✗Not available
Per-repo risk gate thresholds
✓Override org default per repository
✗Not available
AI & Intelligence
AI chat with live metrics data
✓Full LLM chat on your live eng data
✗Not available
AI-generated insights & summaries
✓
✗
AI tool adoption tracking
✓Copilot, Cursor, Claude Code usage
✗
PR & Code Review
PR cycle time tracking
✓
✓
Code review analytics
✓
✓
Review bottleneck analysis
✓
⚠Basic wait time only
PR size & risk correlation
✓
✗
Flow & Contribution
Work log / contribution heatmap
✓
✓
Investment allocation tracking
✓
⚠Basic initiative tracking
Custom metrics builder
✓
✗
Delivery forecasting
✓
⚠Limited forecasting
Team Health
Team well-being tracker
✓
✓
Daily standup digest
✓
✓
Burnout risk signals
✓
⚠Focus time tracking
Integrations
Linear integration
✓
✓
Jira integration
✓
✓
GitHub integration
✓
✓
PagerDuty / OpsGenie
✓Both PagerDuty and OpsGenie
✗Not available
Slack notifications
✓
✓
Feature flags visibility
✓LaunchDarkly integration
✗
Access & Reports
Custom reports
✓
⚠Limited report builder
API access
✓
⚠Limited public API
Free tier available
✗14-day free trial
✗
Starting price
⚠$39/contributor/month
⚠$0–$19/user/month

✓ = available    ✗ = not available    ⚠ = partial / limited

Where Swarmia shines

Honest assessment — Swarmia does some things well.

Linear integration

Swarmia has solid Linear integration for teams using the Linear project tracker. Koalr also supports Linear natively.

Polished UX for smaller teams

Swarmia's interface is clean and easy to get started with, particularly for small engineering teams focused on flow metrics.

Work log & Focus Summary

Swarmia's Work Log and Focus Summary features are well-designed for individual contributor visibility. Koalr has equivalent functionality.

Pricing comparison

Koalr

$39/contributor/month
  • ✓Deploy risk prediction (36 signals)
  • ✓AI chat with live engineering data
  • ✓Test coverage integration (Codecov, SonarCloud)
  • ✓CODEOWNERS sync & enforcement
  • ✓Full DORA metrics, PagerDuty, OpsGenie
  • ✓14-day free trial, no credit card required

Swarmia

$0–$19/contributor/month
  • ✓DORA metrics & flow metrics
  • ✓Work log & focus summary
  • ✓Linear & Jira integration
  • ✗No deploy risk prediction
  • ✗No AI chat
  • ✗No coverage integration

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