Aurora Coach vs Jellyfish
Jellyfish shows engineering leadership where time and money go. Aurora Coach improves how teams work. One is analytics for the exec room, the other is continuous improvement for software engineering organizations. Here is the honest comparison.
| Jellyfish | Aurora Coach | |
|---|---|---|
| Job | Engineering analytics: allocation, delivery, spend | Improve how teams work, across six domains |
| Audience | VPs and the exec room | Teams first; leaders see what changed |
| Output | Dashboards and reports | Commitments the team executes |
| Org size | Typically larger organizations, quote-based contracts | From one team up |
| Pricing | Quote based | Public, per user, 14-day trial |
Dashboards answer questions. Improvement changes the answers. Aurora Coach uses delivery signal as input and turns it into changes the team owns.
Is Aurora Coach a Jellyfish alternative?
Only if the question behind the purchase is how do we get better, not where does engineering time go. Jellyfish is resource allocation and delivery analytics for leadership. Aurora Coach is the improvement practice itself: every team runs a loop each period, commits to changes, and the next period shows what moved.
We are smaller than Jellyfish’s typical customer. Is Aurora Coach a fit?
Jellyfish pricing is quote-based, per seat and per module, and its customer base skews toward larger engineering organizations. Aurora Coach starts at a single team with public per-user pricing, and grows to a leadership overview as more teams join.
Do Jellyfish and Aurora Coach work together?
They can. Jellyfish tells leadership where effort goes; Aurora Coach uses delivery signal as one input to help each team improve how it works. One answers questions in the exec room, the other changes what happens on the teams.