Engineering metrics comparison

Koalr vs Jellyfish

Jellyfish is built for executive reporting at enterprise scale. Koalr adds what Jellyfish cannot offer: pre-merge deploy risk prediction, test coverage integration, Linear support, and a true AI chat interface — at half the price, with no enterprise sales process.

Jellyfish starts at $50+/user/month and requires an enterprise sales conversation.

Koalr starts at $25/user/month with self-serve signup — no sales call required.

Where Koalr wins

Four capabilities Jellyfish does not offer at any price point.

🛡️

Deploy Risk Prediction

Koalr scores every PR 0–100 across 32 signals before you merge. Jellyfish tracks metrics after deploys happen — it has no predictive risk model to prevent incidents before they occur.

🧪

Test Coverage Integration

Koalr integrates with Codecov and SonarCloud, using coverage delta as a deploy risk signal. Jellyfish has no test coverage integration — there is no way to know if a deploy is risky because tests are missing.

🔗

Linear Integration

Koalr supports Linear natively alongside Jira. Jellyfish is Jira-only — a growing problem as more engineering teams move to Linear as their project tracker.

💬

AI Chat with Live Data

Ask Koalr questions about your PRs, deployments, incidents, and team metrics in natural language. Jellyfish has no LLM chat interface — only pre-built executive dashboards.

Full feature comparison

Feature
Koalr
Jellyfish
Core Metrics
DORA metrics dashboard
Deployment frequency tracking
Lead time for changes
Change failure rate
Mean time to restore (MTTR)
Executive reporting & org charts
Executive dashboards
Jellyfish strength
Investment allocation tracking
Jellyfish strength
Time tracking & capacity planning
Jellyfish strength
Risk & Safety
Deployment risk prediction
32-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)
AI & Intelligence
AI chat with live metrics data
Full LLM chat on your live eng data
Not available
AI-generated insights & summaries
Basic AI nudges
AI tool adoption tracking
Copilot, Cursor, Claude Code usage
PR & Code Review
PR cycle time tracking
Code review analytics
Review bottleneck analysis
PR size & risk correlation
Flow & Contribution
Work log / contribution heatmap
Custom metrics builder
Some custom reports
Delivery forecasting
Team Health
Team well-being tracker
Daily standup digest
Burnout risk signals
Integrations
Linear integration
Not supported
Jira integration
GitHub integration
PagerDuty integration
OpsGenie integration
Not available
Slack notifications
Feature flags visibility
LaunchDarkly integration
Access & Reports
Custom reports
API access
Self-serve signup
Enterprise sales required
Free tier available
14-day free trial
Starting price
$25/user/month
$50+/user/month (enterprise)

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

Where Jellyfish shines

Honest assessment — Jellyfish does some things well, especially at enterprise scale.

Executive-level reporting

Jellyfish's executive dashboards and engineering org charts are best-in-class for CTO and VP-level reporting. It is purpose-built for leadership visibility at scale.

Investment allocation tracking

Jellyfish's investment reporting — showing how engineering effort maps to business initiatives — is a mature, well-regarded feature for enterprise finance alignment.

PagerDuty integration

Jellyfish has solid PagerDuty integration for incident correlation. Koalr also integrates with PagerDuty natively, plus adds OpsGenie support that Jellyfish lacks.

Pricing comparison

🐨

Koalr

$25/user/month

Self-serve — no sales call required

  • Deploy risk prediction (32 signals)
  • AI chat with live engineering data
  • Linear + Jira + GitHub
  • PagerDuty + OpsGenie integration
  • Test coverage integration
  • 14-day free trial, no credit card required
🪼

Jellyfish

$50+/user/month

Enterprise only — sales call required

  • DORA metrics & executive reporting
  • Investment allocation & org charts
  • PagerDuty integration
  • No Linear integration
  • No deploy risk prediction
  • No AI chat

Half the price. Twice the capability.

Koalr gives you everything Jellyfish offers plus deploy risk prediction, test coverage, Linear, OpsGenie, and AI chat — for $25/user/month with self-serve signup.

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