Jellyfish
JellyfishReviews from AWS customer
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The platform is easy-to-use and intuitive, but the data is far from useful
What do you like best about the product?
Jellyfish is easy enough to use. The first time I used it I could figure out how to get the data I need.
What do you dislike about the product?
I've only used Jellyfish once or twice, because data is very hard to decipher and act upon. Benchmarks and data points are not clear even after talking to Jellyfish implementation consultant. Integrations are also a bit of a black box, as it's not clear what's the logic behind categorizing different Jira tickets.
What problems is the product solving and how is that benefiting you?
I'm trying to benchmark the productivity of the team that I work in
Jellyfish
What do you like best about the product?
A lot of statistics in one place, easy access to statistics from multiple sources.
What do you dislike about the product?
A lot of potentially harmful metrics. To be honest, I think that metrics like: lines of code/number of PRs and so on are not so useful and can be harmful.
What problems is the product solving and how is that benefiting you?
One source of statistics, no need to gather statistics manually from multiple sources.
Making data-driven decisions with Jellyfish!
What do you like best about the product?
What I value most about Jellyfish is the impact it generates through its data. Recently, we conducted a general review of what it has meant to have this tool in our organization, and we reached a conclusion: "As Jellyfish grows, so do we." This phrase sums up the growth that has been brought to us by being able to understand the industry through the information Jellyfish provides us.
Today, we find great value in understanding how our investment is distributed, what the health of our teams is, and how to approach 1:1 conversations with our engineers by relying on frameworks like SPACE. All of this allows us to make higher-level decisions, guiding the organization towards measurable goals, always with the well-being of our collaborators at the center.
Today, we find great value in understanding how our investment is distributed, what the health of our teams is, and how to approach 1:1 conversations with our engineers by relying on frameworks like SPACE. All of this allows us to make higher-level decisions, guiding the organization towards measurable goals, always with the well-being of our collaborators at the center.
What do you dislike about the product?
As an opportunity for improvement, it would be valuable to have more options to build custom reports and to apply filters to metrics based on the configured work categories.
What problems is the product solving and how is that benefiting you?
Jellyfish helped us in an incredible way to have visibility of project costs. Before, we based our analyses on subjective variables like story points, but today we feel confident in the data we obtain from the tool. As a result, we have identified features that could add value to us, which I left in previous comments.
Used Jellyfish to track AI Productivity changes
What do you like best about the product?
I like being able to connect Github and JIRA to jellyfish, letting me get a comprehensive view of my engineering organization.
What do you dislike about the product?
It is not the most intuitive tool to use, despite three trainings I am still learning as I go.
What problems is the product solving and how is that benefiting you?
AI Productivity Tracking
Insightful Team Investment Insights (Avoid Individual Tracking)
What do you like best about the product?
Jellyfish excels at tracking team performance, guiding strategic investments, and identifying high-impact themes. Its new AI features are outstanding for improving operational efficiency.
What do you dislike about the product?
While Jellyfish is fantastic for team-level insights, its individual-level tracking should be avoided—it’s better to focus on collective outcomes rather than personal performance.
What problems is the product solving and how is that benefiting you?
Jellyfish helps us track how our engineering teams are investing their time and resources, ensuring we align our work with strategic priorities. It surfaces trends and themes across projects, allowing us to identify areas that need more attention or could be optimized. With the new AI features, we can quickly pinpoint efficiency gaps and make data-driven decisions to improve output. This has led to better prioritization, increased team alignment, and more confidence that we’re investing in the right areas.
Jellyfish Brings Clarity and Control to Engineering Management
What do you like best about the product?
Jellyfish has transformed the way we align engineering work with business priorities. The platform gives us clear, real-time visibility into project progress, resource allocation, and delivery risks—all without slowing teams down. I especially appreciate the intuitive dashboards, which make it easy to communicate status and impact to executives and stakeholders. The integration with our existing tools was seamless, and the reporting capabilities are top-notch.
What do you dislike about the product?
Before Jellyfish, tracking engineering effort across initiatives felt like guesswork. Now, we have clear insights into where our time goes, how it maps to company strategy, and where we can improve efficiency. This has led to more informed decision-making, better prioritization, and measurable gains in delivery speed and predictability. It has also strengthened trust between engineering and leadership teams, since we can now quantify our impact.
What problems is the product solving and how is that benefiting you?
Project Management and related insights.
Insightful for understanding performance and initiate dialogue within tech org
What do you like best about the product?
There are several metrics which are highlighted that help have conversation with engineering org to determine how best to optimize processes and monitor performance of members.
What do you dislike about the product?
Ability to standup a customizable metric based on personal needs - i.e. # of bugs in timeframe per user story. Would be beneficial to quickly spin one up that might not be a default metric Jellyfish provides.
What problems is the product solving and how is that benefiting you?
Aggregated insights on jira use and ai tooling use
Keeps me on track and helps with daily work
What do you like best about the product?
As a senior software dev, I rely on two features daily:
- Activity section. A few times it really saved me when I needed to remember what I was doing last week or even earlier. It's almost like having a work diary without writing one.
- Interaction Chart — it's handy to see who's working on what and who could step in if someone is away. Both features together make it easier to follow what's going on without having to ask around all the time.
- Activity section. A few times it really saved me when I needed to remember what I was doing last week or even earlier. It's almost like having a work diary without writing one.
- Interaction Chart — it's handy to see who's working on what and who could step in if someone is away. Both features together make it easier to follow what's going on without having to ask around all the time.
What do you dislike about the product?
I wish there were more slack/email notifications or maybe a weekly summary of starred items.
Also, I've noticed some teammates aren't using Jellyfish to its full potential, likely because they don't see the immediate value, so maybe more training or quick demos would help.
Also, I've noticed some teammates aren't using Jellyfish to its full potential, likely because they don't see the immediate value, so maybe more training or quick demos would help.
What problems is the product solving and how is that benefiting you?
Jellyfish mostly helps me not lose track of what's been going on. Before, I sometimes had to scroll through Slack conversations or tickets history just to remember what I worked on or who was involved. Now I can open the Activity view and see it right away, even if it was weeks ago. The Interactions also solve the problem for me - I can quickly figure out who’s working on what and who to ask if someone’s out.
All these things just make catching up and staying in the loop a lot less effort.
All these things just make catching up and staying in the loop a lot less effort.
Engineering manager for a tech company
What do you like best about the product?
Makes tracking sprint metrics, PR review rates, and everything else you need to know to fine tune your team very easy... when you use Jira in the right way. As long as you use Jira in the standard way, jellyfish just works, and it works great.
What do you dislike about the product?
One of my teams is an enablement team, not a domain team, and we set up our jira boards to work off of labels instead of by project. This makes it much harder to track, since I can't group tickets or sprints by label. I simply don't use jellyfish for that team. If they added the ability to group by a label, I would use it for every team.
What problems is the product solving and how is that benefiting you?
Easy metrics for measuring team velocity and productivity
Productive and Insightful Project Management Tool
What do you like best about the product?
I like how Jellyfish provides clear visibility into project progress, team performance, and resource allocation. The dashboards are intuitive, and the analytics help make data-driven decisions faster. It’s also easy to integrate with other tools we use, which streamlines our workflow.
What do you dislike about the product?
Sometimes the loading times can be slow when handling large datasets, and certain customization options for reports are limited. It would be great to have more flexibility in tailoring the visuals and filters to match specific needs.
What problems is the product solving and how is that benefiting you?
Jellyfish helps us centralize project tracking and align engineering work with business priorities. It gives us real-time visibility into progress, workload distribution, and delivery timelines, which improves planning and prevents bottlenecks. As a result, we can make informed decisions faster, keep projects on track, and optimize our team’s efficiency.
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