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 $39/contributor/month with self-serve signup — no sales call required.
Jellyfish pricing model
Jellyfish does not publish pricing publicly. Based on reported customer data and sales conversations, Jellyfish starts at $50+ per user per month and is sold exclusively through an enterprise sales process — no self-serve signup, no free trial, and no public pricing page. Contracts are typically annual with a minimum commitment of 50+ seats.
Jellyfish's pricing model is designed for large engineering organizations ($500M+ revenue, 200+ engineers) evaluating R&D investment allocation and executive reporting. For mid-market teams (50–200 engineers) focused on deploy safety and DORA metrics, the price-to-value ratio is poor — you pay for executive features you don't need and don't get deploy risk prediction at any tier.
Jellyfish
- •$50+/user/month (not publicly disclosed)
- •Enterprise sales process required
- •Annual contract, 50+ seat minimum
- •No free trial
- •No deploy risk prediction at any tier
Koalr
- ✓Free tier (up to 5 contributors)
- ✓Growth: $39/contributor/month
- ✓Business: $55/contributor/month (AI chat)
- ✓Self-serve signup — no sales call
- ✓Deploy risk prediction on all paid tiers
Where Koalr wins
Four capabilities Jellyfish does not offer at any price point.
Deploy Risk Prediction
Koalr scores every PR 0–100 across 36 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
✓ = 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
Self-serve — no sales call required
- ✓Deploy risk prediction (36 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
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
Frequently asked questions
How much does Jellyfish cost?
Jellyfish does not publish pricing publicly. Based on available information, Jellyfish starts at $50+ per user per month and requires an enterprise sales conversation. There is no self-serve signup or free trial.
Is there a cheaper alternative to Jellyfish for engineering metrics?
Yes. Koalr starts at $39/contributor/month with a free tier for up to 5 contributors. Unlike Jellyfish, Koalr includes deploy risk prediction, AI chat, and Linear integration — capabilities Jellyfish does not offer at any price point.
Does Jellyfish offer a free trial?
No. Jellyfish is enterprise-only and requires a sales conversation before you can evaluate the product. Koalr offers a 14-day free trial with no credit card required and a self-serve free tier.
What does Jellyfish do that Koalr does not?
Jellyfish has stronger executive reporting and R&D investment allocation features — particularly the "investment categories" model that maps engineering spend to business initiatives. If your primary use case is reporting engineering ROI to the C-suite at a 500+ person organization, Jellyfish is purpose-built for that. Koalr focuses on deploy safety, DORA metrics, and AI-native insights for the engineering team itself.
How does Jellyfish pricing compare to Koalr for a 50-person team?
At 50 engineers, Jellyfish would cost approximately $2,500–$3,500/month (estimated $50–70/user) with an annual contract. Koalr Growth at the same team size is $1,950/month ($39/contributor) with no annual commitment required.
Half the price. Twice the capability.
Koalr gives you everything Jellyfish offers plus deploy risk prediction, test coverage, Linear, OpsGenie, and AI chat — for $39/contributor/month with self-serve signup.