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.

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.

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

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.

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.

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