Jellyfish alternatives: 6 tools compared
Jellyfish gives engineering leadership allocation, delivery, and spend analytics, quote-based and geared to larger organizations. Alternatives searches come from two directions: the org is smaller than Jellyfish’s typical customer, or the dashboards answered where the time goes and the next question is how we get better. This page covers both, honestly: we make one of these tools.
| What it is | Built for | |
|---|---|---|
| Aurora Coach | Continuous improvement software: one improvement loop per team, per period | Orgs that want every team improving, every period, visibly |
| LinearB | Delivery metrics plus workflow automation on pull requests | Engineering orgs that want the pipeline measured and streamlined |
| Swarmia | Delivery flow and developer experience: metrics, surveys, working agreements | Teams that want visibility with a team-first culture |
| DX | Developer experience measurement: survey signal treated as seriously as system data | Orgs whose first question is how developers are actually doing |
| Waydev | Git analytics with per-engineer drill-downs | Orgs that want contributor-level visibility from git data |
| Flow by Appfire | Git-based engineering metrics, GitPrime lineage | Orgs already in the Appfire ecosystem |
Aurora Coach
The disclosure first: this is our site, and Aurora Coach is not a Jellyfish clone. If what you need is allocation and spend analytics for the exec room, it is not your alternative. It is the opposite bet: every team runs one improvement loop per period, the AI analyzes team context plus delivery signal across six domains of team effectiveness, and the team commits to changes it owns. The next period shows what moved. Public pricing per team member, managers free, 14-day trial, from a single team. Choose it when the question behind the purchase is how do we get better, not where does the time go.
LinearB
The most direct like-for-like swap. LinearB covers the delivery-metrics ground Jellyfish covers, adds workflow automation on pull requests, and publishes its pricing: per user, annual billing, seat minimums. Its center of gravity is the pipeline rather than the exec room, which is exactly what some Jellyfish evaluators are looking for.
Swarmia
The generous entry point, and the engineering intelligence tool most interested in teams improving rather than being watched. Swarmia pairs delivery metrics with surveys and working agreements, is priced per developer, and is free for small teams: the opposite end of the market from quote-based enterprise contracts.
DX
The measurement-science pick. DX centers developer experience, with surveys as first-class signal alongside system data. Atlassian is folding Compass into DX (Compass support ends December 2027), which says something about where analytics consolidation is heading. Suits organizations that want to understand the developer experience before optimizing the pipeline.
Waydev
Git analytics priced per active contributor, so cost tracks the headcount that actually commits code. Waydev markets in SPACE and DORA language and ships per-engineer drill-downs, with features like Work-Log and Contributor Insights. Decide deliberately whether individual-level visibility is something you want in your engineering culture; it is a real fork in the road among these tools.
Flow by Appfire
The longest lineage on the list: GitPrime became Pluralsight Flow, and Appfire acquired it in February 2025. Git-based engineering metrics with years of history behind the product. Two ownership changes is worth weighing for a tool your reporting depends on, and it is also why many Flow customers are reading pages like this one.
The head-to-head version of this page exists too: Aurora Coach vs Jellyfish, and the category view at vs engineering intelligence.
What is the best Jellyfish alternative?
It depends on which job you are hiring for. For allocation and delivery analytics in the same shape, LinearB is the most direct swap and Swarmia the most team-friendly entry. For developer experience measurement, DX. For changing how teams work rather than measuring them, Aurora Coach: one improvement loop per team per period, analysis across six domains of team effectiveness, and commitments the team owns.
Is there a Jellyfish alternative with public pricing?
Yes, several. LinearB publishes per-user pricing with annual billing and seat minimums. Swarmia is priced per developer and free for small teams. Waydev prices per active contributor. Aurora Coach has public pricing per team member, managers free, with a 14-day trial from a single team. Jellyfish itself is quote-based, per seat and per module, and its customer base skews toward larger engineering organizations.
Is Aurora Coach a Jellyfish alternative?
For the analytics, no: Jellyfish measures allocation, delivery, and spend for leadership, and Aurora Coach does not replace that. As the place improvement happens, yes. Every team runs a loop each period, the analysis spans six domains, the delivery side Jellyfish measures and the human side dashboards do not see, and the output is commitments the team executes, visible to leadership as change over time.