--- title: Jellyfish Reviews meta_title: 'Jellyfish Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 431 reviews by the users' company size, role or industry to find out how Jellyfish works for a business like yours. aggregate_rating: rating_value: 4.5 review_count: 431 scale: '5' date_modified: '2026-07-17' parent_category: name: Development url: https://www.g2.com/categories/development --- # Jellyfish Reviews **Vendor:** Jellyfish **Category:** [Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools) **Average Rating:** 4.5/5.0 **Total Reviews:** 431 ## About Jellyfish Jellyfish is the leading intelligence platform for AI-Integrated engineering, helping more than 1,000 companies including DraftKings, Keller Williams and Blue Yonder, leverage AI to transform how they build software. By combining the industry’s deepest engineering dataset with context-rich intelligence, Jellyfish helps R&D organizations understand what’s driving impact, adopt proven industry best practices, and make smarter decisions across AI adoption, planning, delivery, and engineering performance. Learn more at jellyfish.co. ## Jellyfish Pros & Cons **What users like:** - Users appreciate Jellyfish's **detailed metrics** , which provide valuable insights for optimizing team performance and efficiency. (66 reviews) - Users value **team collaboration features** in Jellyfish for enhancing visibility and insights into engineering team dynamics. (62 reviews) - Users appreciate the **comprehensive metrics analysis** in Jellyfish, facilitating better team and individual performance tracking. (54 reviews) - Users value the **insights provided by Jellyfish** , enhancing visibility and team performance with user-friendly metrics and integration. (50 reviews) - Users value the **seamless tracking integration** of Jellyfish, enhancing visibility and optimizing team performance across projects. (41 reviews) - Users find Jellyfish to be extremely easy to use, appreciating its **intuitive interface** and effortless tracking features. (39 reviews) - Features (38 reviews) - Visibility (37 reviews) - Overview (36 reviews) - Productivity Improvement (34 reviews) **What users dislike:** - Users report **metrics issues** in Jellyfish, citing data bugs and a need for more flexible dashboard customization. (35 reviews) - Users face challenges with **data management** due to complex setup and integration issues, impacting overall efficiency. (20 reviews) - Users find the **lack of customization** in Jellyfish limiting, as it requires adapting processes instead of tailoring the tool. (19 reviews) - Users find a **limited number of buckets for allocations** , hindering better process management and tracking capabilities. (19 reviews) - Users find the **complex configuration** daunting, requiring significant time and effort for proper setup and integration. (18 reviews) - Learning Difficulty (17 reviews) - Users find the **difficult learning** curve challenging, often requiring time and training to fully utilize Jellyfish's features. (15 reviews) - Limited Customization (13 reviews) - Reporting Issues (12 reviews) - Complex User Interface (11 reviews) ## Jellyfish Reviews ### 1. Clear Engineering Investment Breakdown with Seamless Jira and GitHub Integrations **Rating:** 5.0/5.0 stars **Reviewed by:** RAJNIKANT J. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 11, 2026 **What do you like best about Jellyfish?** The investment breakdown is what stands out most. As an IC, I rarely get visibility into how engineering effort is actually distributed across initiatives, but Jellyfish makes it easy to see how time is being spent across new features, bug fixes, and tech debt without anyone manually pulling that data together. The Jira and GitHub integrations just work, which means the data is always current and trustworthy. That alone saves a lot of back-and-forth during planning cycles. **What do you dislike about Jellyfish?** Reporting flexibility has room to grow. When you want to slice data in a specific way, say filtering by a particular team structure or custom label, you sometimes hit a wall and have to work around it. It's not a blocker, but for a tool that's otherwise quite powerful, the rigidity in custom views does stand out occasionally. **What problems is Jellyfish solving and how is that benefiting you?** The biggest win has been making engineering work legible to non-engineering stakeholders. Before, capacity and effort conversations were largely gut-feel. Now there's actual data behind why certain things take longer or why bandwidth is constrained. For quarterly planning specifically, it's shifted us from optimistic estimates to ones grounded in historical velocity, which makes commitments more credible and timelines more realistic. ### 2. Jellyfish Delivers Actionable Insights into PR Cycle Time and Team Capacity **Rating:** 4.5/5.0 stars **Reviewed by:** Riya K. | Lead PM, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** July 08, 2026 **What do you like best about Jellyfish?** Jellyfish provides insights into my PR cycle time and issue cycle time, while also allowing me to track my quarter-over-quarter growth. This helps me monitor my performance metrics effectively and present data-backed progress.The data is actually useful day-to-day, I can see where my time is going, how much is planned work vs interruptions, and where PRs are getting stuck in review. Found out 40% of my team's capacity was getting eaten by unplanned work. That's not something you notice until you see it in a chart. **What do you dislike about Jellyfish?** The dashboard is slow, and UI can be a bit better. Default benchmarks are calibrated for average eng teams — if you move fast, your metrics look "unhealthy" out of the box which is misleading. **What problems is Jellyfish solving and how is that benefiting you?** Sprint planning used to be based on gut feel and optimism. Now I have actual cycle time data, PR review lag, and capacity breakdown to reference. Our cycle time dropped from 4.5 days to 2.8 days once we identified review lag as the bottleneck and fixed it. Conversations with my manager about workload are easier too, I don't have to explain why something took long, the data tells the story. ### 3. Intuitive Interface and Powerful Jira Integration for Organizational Insights **Rating:** 4.5/5.0 stars **Reviewed by:** Isaac G. | Agile Transformation Coach, Release Train Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 20, 2026 **What do you like best about Jellyfish?** I really like the interface and how easy it is to navigate through the data. If you have your hierarchy set up and use Jira effectively, the integration lets you move up and down through the different levels of your organization and see how data from smaller units rolls up into the larger picture. **What do you dislike about Jellyfish?** There was a bit of a learning curve at first as I got used to the navigation, but once I understood where to find the information I needed, I could use favorites, bookmarks, and stars to quickly access the information I rely on regularly. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish provides visibility into our information in a way we couldn’t get anywhere else. In particular, it shows where developers are actually spending their time, not just where they plan to spend it. The signals Jellyfish captures give us a clearer view of reality than our other planning tools. It also enables capitalization tracking without forcing us to rely on time tracking across our work. ### 4. Visibility Booster for Engineering Workflow **Rating:** 4.5/5.0 stars **Reviewed by:** Manas N. | Senior Software Engineer in Test, Enterprise (> 1000 emp.) **Reviewed Date:** April 22, 2026 **What do you like best about Jellyfish?** I use Jellyfish to understand how testing and engineering effort contribute to overall product delivery and business priorities. It helps me track where QA and automation work is going, identify bottlenecks in the development workflow, and solve the lack of visibility between testing work and broader engineering priorities. With Jellyfish, I can better connect testing activities to feature delivery, identify where delays are coming from in the pipeline, and understand how much effort is going into. I particularly like the visibility it brings across engineering teams and QA work in relation to business priorities, along with reports on demand and budget planning. The visibility and reporting feature is especially valuable, as I can see consolidated reports that show where testing efforts are concentrated, how they align with development progress, and where delays and bottlenecks occur. This makes it easier to pinpoint issues like slow handoffs between development and QA. After moving to Jellyfish, manual work has been reduced, and the process of collecting data from multiple tools has been drastically reduced. **What do you dislike about Jellyfish?** While the dashboards provide strong visibility, they can sometimes feel a bit complex or dense when trying to drill down quickly into QA-specific insights. More customisable or role-focused views would make it easier to surface what's most relevant without extra filtering. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to connect QA work with engineering priorities, identify pipeline bottlenecks, and track AI usage. It consolidates reports on testing efforts, aligning them with development progress, making it easier to spot issues like delays. ### 5. Data-driven insights into your development cycle **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 20, 2026 **What do you like best about Jellyfish?** The real value for me as a PM is the visibility into our engineering workflow. I can track Issue Cycle Time, PR Cycle Time, unlinked pull requests, and PR comments, all connected to Jira so there's no data silos. It shows exactly where the team is spending their time and where bottlenecks exist. No more guesswork on timelines. **What do you dislike about Jellyfish?** The UI could be cleaner, sometimes it takes extra clicks to get insights I need. Minor friction points, but they add up when you're iterating quickly. Rest the team is doing a good job. **What problems is Jellyfish solving and how is that benefiting you?** Before Jellyfish, I had no visibility into development cycle times or where the team actually spent their time. Now I can see blockers in real-time, unlinked PRs, slow issue resolution, approval delays, all connected to Jira. The team can iterate faster because bottlenecks are visible, not hidden. Bottom line: better planning, faster shipping, fewer surprises. ### 6. Jellyfish Makes Cycle Time and PR Metrics Easy to Track **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 21, 2026 **What do you like best about Jellyfish?** Jellyfish helps me track my Issue Cycle Time, PR Time, Comments on each PR, and track where my bandwidth is going as I work in cross-functional teams. Using the metrics, it helps me get down the numbers for the next quarter and improve on it. **What do you dislike about Jellyfish?** To be honest, I feel the User experience can be improved a bit as sometimes it's a bit laggy too , rest they are doing a great job. **What problems is Jellyfish solving and how is that benefiting you?** As an engineer, I use Issue Cycle Time and PR Cycle Time to see where things get stuck, whether it’s long-running tickets, slow reviews, or PRs sitting idle, so the team can fix process issues instead of guessing. It also helps catch unlinked pull requests and review activity through PR comments, which makes it easier to ensure work is tied to the right tickets and nothing slips through the cracks. ### 7. Jellyfish Made Software Cost Capitalization a Breeze for Accounting **Rating:** 5.0/5.0 stars **Reviewed by:** Adam G. | Senior Accounting Manager, Enterprise (> 1000 emp.) **Reviewed Date:** March 09, 2026 **What do you like best about Jellyfish?** Jellyfish took a complicated, manual process we had for capitalizing software development costs and made it a breeze for us in Accounting. Our old process of using timecards & tracking epics was very burdensome, taking atleast a full day of close to compile. With Jellyfish, at the click of a button I have all the data I need to book our monthly entry. The documentation Jellyfish provide has also been extremely helpful to communicate with our auditors on our processes and how everything works. **What do you dislike about Jellyfish?** None - Jellyfish has been amazing. I really have nothing bad to say. **What problems is Jellyfish solving and how is that benefiting you?** Prior to Jellyfish, we manually tracked our developers time spent on epics each month. This included calculating the costs associated with each epic & determining what was capitalizable versus non. Jellyfish automatically calculates the costs for us by interfacing with JIRA computing the FTEs for each epic. This has saved us at minimum a day during our close process. ### 8. Clear Visibility Enhances QA Performance Tracking **Rating:** 5.0/5.0 stars **Reviewed by:** Padma S. | Mid-Market (51-1000 emp.) **Reviewed Date:** April 30, 2026 **What do you like best about Jellyfish?** I like that Jellyfish provides clear visibility into my work, eliminating the need for manual tracking. The simple dashboards make it easy to understand performance trends quickly. It's incredibly useful for identifying delays in testing or review cycles, which helps me improve consistency and maintain accountability. The setup was straightforward, with smooth integration of tools like Jira and Git, and it was easy to start using. Switching to Jellyfish from more manual tracking methods made performance tracking more structured and data-driven. I appreciate how it gives me a clear view of my work and contributions while using it alongside other tools like Git, Jira, and CI/CD pipelines. **What do you dislike about Jellyfish?** The AI insights could be more detailed and tailored to QA needs, like providing insights on test coverage gaps, identifying flaky tests, and recurring defect patterns. It would also be beneficial if the AI could suggest clear actions on where to improve tests or highlight potential risks in upcoming releases. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track my QA performance with clear dashboards, helping me quickly identify delays in testing cycles. It improves consistency and accountability by providing visibility into my time usage and contributions. ### 9. Comprehensive Team Monitoring Made Easy **Rating:** 4.5/5.0 stars **Reviewed by:** Kyle L. | Manager, Software Development, Computer Software, Mid-Market (51-1000 emp.) **Reviewed Date:** April 29, 2026 **What do you like best about Jellyfish?** Jellyfish is very easy to use and has a lot of documentation, which is great. I love the look and feel of the service. I appreciate the ability to assign team priorities and see how a single individual is doing. The Daily Team Digest to Slack is vital for monitoring across teams, and the Team Summary Dashboard offers an excellent snapshot of team performance and an insight into sprint trends. The initial setup, especially with the ingestion of the Jira team structure, was very smooth and handled changes well. **What do you dislike about Jellyfish?** - Sprints: We use t-shirt sizes and time estimation instead of story points, and there isn't currently an option to handle that. - Daily Team Digest: The list of stale Jira tasks operates on the last update date, but because we are doing sprints, the oldest anything gets is 14 days before the sprint changes. Those tickets are still in the same status but their last changed date has been refreshed. Something in the same status for 100 days may only show as 7 days on the report. If the section of the digest is about being stuck in a status, we should be able to configure what date it operates on. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish compiles data from different locations into one platform, helping me monitor my team's progress and manage priorities more effectively. The Daily Team Digest and Team Summary Dashboard features are especially useful for overseeing team activity and researching sprint trends. ### 10. Intuitive UI and Insightful Metrics **Rating:** 5.0/5.0 stars **Reviewed by:** Antonin P. | Engineering Manager, Enterprise (> 1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Jellyfish?** I like using Jellyfish because the UI is intuitive and easy to use. There are detailed metrics, and I can use date or sprint filters and drill into graphs, which is really helpful. The Teams view and Metrics by Outcome feature, along with Custom Groups, give me a unified view across our teams. Utilizing DevEx surveys quarterly provides insights into areas for improvement. All these parts give me a better understanding of my team and the work we do, helping me identify bottlenecks and provide hard data for supporting any decisions. The integration with Jira and GitHub works really well, giving insights into Jira tickets, sprints, planning, work allocation, and the cycle time for each ticket. For GitHub, it provides insights into PRs, comments, contributions, and how long they take. **What do you dislike about Jellyfish?** The filters start to load reports as soon as I change them, but sometimes I need to adjust multiple filters, and there is an unnecessary loading that slows down me getting to the final report I want. I would appreciate having an option to pause loading of the reports until I unpause it. So I can adjust filters and selections as I want. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to monitor my team's metrics, track PRs, Jira cycle time, work distribution, and predictability. It identifies bottlenecks and provides data for decisions. Integrating with Jira and GitHub offers insights into sprints, planning, and PR progress. ### 11. Empowers Engineering Teams with Seamless Analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Dan C. | VP of Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Jellyfish?** I really like how Jellyfish continues to engage with customers even after onboarding and consistently makes improvements to the application without causing any friction. Over the almost two years we've been using Jellyfish, they've added multiple features that I find useful and didn't have before. They're proactive from a product standpoint, gathering feedback for driving these implementations. Compared to other vendors, Jellyfish has excelled in maintaining this continuous improvement motion. I also appreciate the ease of onboarding, with a status page guiding me step-by-step through the initial setup. Jellyfish automates tasks that were previously manual, like pulling together actionable metrics and dashboarding for AI usage, thereby simplifying my workflow. The incorporation of an AI chat feature and a custom query mechanism really helps me overcome dashboarding limitations, allowing me to easily get the metrics I need. **What do you dislike about Jellyfish?** I find custom dashboarding challenging, though they're moving in that direction. Sometimes I need to engage support to fix data pulls from GitHub and Jira, but they resolve those quickly. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to identify engineering bottlenecks, measure productivity, track DORA metrics, and conduct career development conversations. It automates data collection from Github, Jira, and AI tools, replacing our hard-to-maintain custom solution. ### 12. Streamlined Signal Management, Needs User Segmentation **Rating:** 5.0/5.0 stars **Reviewed by:** Richard G. | SVP - Head of Engineering Operations, Enterprise (> 1000 emp.) **Reviewed Date:** April 16, 2026 **What do you like best about Jellyfish?** I like the bird's eye view of signals that Jellyfish provides. The easy integration with APIs is a big plus for me, and I really appreciate the AI adoption in the platform. It saves me a lot of time compared to maintaining bespoke Excel files. The initial setup was very easy, with a presales engineer fully setting it up before the agreement was signed. **What do you dislike about Jellyfish?** FinOps needs user/group segmentation. I no longer have access to the full picture of org compensation and augmented resource billing. The CTO is the only one besides Finance with full visibility, which is not the best use of his time. Finance doesn’t like managing in more than one place, especially with less familiar tooling. We need SVP/se director level input of compensation with ACL to keep other divisions separate. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish for managing signals from Jira, Bitbucket, Confluence, and AI coding. It makes yardstick and conversations consistent, providing a bird's eye view of signals and easy integration with APIs, saving lots of time from maintaining bespoke Excel files. ### 13. Powerful Productivity Insights, AI Impact Needs Improvement **Rating:** 4.0/5.0 stars **Reviewed by:** Ryan E. | Development Manager II - Developer Productivity Engineering (DPE/DX), Mid-Market (51-1000 emp.) **Reviewed Date:** March 30, 2026 **What do you like best about Jellyfish?** I like the ability of Jellyfish to tie into the current tools we're using across our SDLC, like Jira and GitHub, and bring them together. It's great for understanding our kind of overall development productivity across teams and measuring it at various levels like group and org level. What stands out for me is how it can assess what's actually happening and how we deliver product or value back to our customers. The integration helps us tie metrics from different platforms, like linking a Jira ticket to a GitHub pull request and tying that to an Azure pipeline run. This brings a lot of value across the SDLC as it's crucial to see the bigger picture, not just isolated metrics. I also think the AI impact feature has been a starting point that gets my team and organization thinking differently in the era of AI. **What do you dislike about Jellyfish?** I'd love to see Jellyfish spend more time developing tools for understanding AI workflows, which I feel are lacking today. Although I know there's active work in that space, it's important to be able to visualize how we use AI beyond just individual tools in an IDE. It would be great if Jellyfish could be configured to centralize our internal AI workflow metrics so everyone can use them, instead of managing them separately. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to understand overall development productivity across teams, identify throughput bottlenecks, and manage team opportunities. It helps me assess AI tool use and impact, though I wish it delved more into workflow visualization. ### 14. Enhances Engineering Insights, Needs Improved Hierarchy Management **Rating:** 3.5/5.0 stars **Reviewed by:** Nick B. | Mid-Market (51-1000 emp.) **Reviewed Date:** March 29, 2026 **What do you like best about Jellyfish?** I find the interface of Jellyfish pretty intuitive, which makes it easier for me to navigate the software. I like the metrics setting and exploring features, as they allow us to align the tool closely with our team's objectives. The integrated FinOps feature is something I appreciate because it removes a lot of manual work, or at least promises to do so once fully integrated. I also value the AI impact capability, which is helpful in evaluating how our AI adoption programs translate into actual tool usage. Additionally, I found the initial setup to be pretty straightforward. **What do you dislike about Jellyfish?** Team and team hierarchy management is a bit clunky and doesn't work quite how our teams are arranged, or the visibility we'd like to provide different engineers. AI impact could be expanded to improved insights into actual customer or business impact - this would need strong integration with custom metric definition tools. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to identify bottlenecks and improve delivery flow with AI adoption. It aligns team metrics with goals and reduces manual work with finops, enhancing our AI tool use evaluation. ### 15. Clear Visibility Into Team Work and AI Rollout Effectiveness **Rating:** 5.0/5.0 stars **Reviewed by:** Jim T. | VP, Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** March 30, 2026 **What do you like best about Jellyfish?** Jellyfish really helps me understand where my teams are working and how effective our roll out of AI has been. **What do you dislike about Jellyfish?** Jellyfish can sometime be confusing when linked with complex jira projects and it takes some extra digging to find. Sometimes we also struggle with the accounting sides of the house. We had a $100k swing and we still can't seem to figure out why as we didn't have any changes on our side. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps us understand both our spend from what can and can't be capitalized, where we're spending our time, ktlo, infra, features, etc. It also has been great for us to understand how our AI tooling rollout has gone. ### 16. Great Insights provided from Jellyfish **Rating:** 5.0/5.0 stars **Reviewed by:** Chad N. | VP Engineering and Governance, Small-Business (50 or fewer emp.) **Reviewed Date:** June 01, 2023 **What do you like best about Jellyfish?** The added AI adoption was great to track. Can't wait to see what they roll out with this as adoption matures as some of the measurements now need to be adjusted as the gains are hard to show as all our PRs are touched by AI. **What do you dislike about Jellyfish?** Can't wait to see what they roll out with this as adoption matures as some of the measurements now need to be adjusted as the gains are hard to show as all our PRs are touched by AI. **What problems is Jellyfish solving and how is that benefiting you?** Providing greater insights into where our efforts are focused and the costs. It also helps to see how our PRs are moving through the system. ### 17. All Key Metrics in One Place for Intuitive, Aligned Team Performance **Rating:** 4.5/5.0 stars **Reviewed by:** damodar s. | Quality Assurance, Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2026 **What do you like best about Jellyfish?** What I like best about Jellyfish is how it brings all the key metrics and insights into one place, making it super easy to track our team’s performance. It’s intuitive and really helps us understand where we’re excelling and where we can improve. It makes planning and decision-making so much smoother, and I love how it keeps everyone aligned on goals. **What do you dislike about Jellyfish?** What I dislike about Jellyfish is that some of the reports and dashboards could be more customizable. While the default views are helpful, it would be great to have more flexibility in how we can filter and display certain metrics. Additionally, some of the data syncs take a bit longer than expected, which can sometimes cause delays in real-time tracking. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish is solving the problem of lack of visibility into engineering performance and progress. Before using it, it was harder to get a clear, data-driven view of how our team was performing across different sprints. Now, Jellyfish helps us track key metrics like cycle time, throughput, and sprint velocity in one place. This has been a huge benefit because it allows us to identify bottlenecks early, make more informed decisions about priorities, and align the team on goals. It’s also helped us improve team efficiency and planning accuracy, which ultimately leads to faster and more predictable delivery. **Official Response from Adlana Estephanian:** > Thank you for the positive review! We’re glad Jellyfish is helping centralize key engineering metrics and making it easier for your team to stay aligned and make informed decisions. We also appreciate the feedback around dashboard customization and data sync timing as we continue to improve the platform. ### 18. Comprehensive Insights with Room for Customization **Rating:** 4.0/5.0 stars **Reviewed by:** Pradeep P. | Software Engineer 2, Information Technology and Services, Enterprise (> 1000 emp.) **Reviewed Date:** February 04, 2026 **What do you like best about Jellyfish?** I use Jellyfish to track engineering productivity and delivery across teams. It gives me visibility into AI usage, Jira tickets, pull requests, and PR analytics through clear graphs and reports. It also helps me to understand team allocation, investment, and delivery performance across multiple projects, making planning and decision making more data-driven. What I like most about Jellyfish is how it brings everything into one place. Having Jira, PR data, AI usage, and team-level insights with clean graphs makes it much easier to understand what's happening across projects and teams without digging through multiple tools. I really like how Jellyfish makes complex engineering data easy to understand. The initial setup was straightforward, and integrating it with other tools was smooth. **What do you dislike about Jellyfish?** At times, the amount of data can feel a bit overwhelming, and it takes some time to get used to how certain metrics are calculated. More customization options and simpler onboarding would make the experience smoother. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track engineering productivity, providing visibility into AI usage, Jira tickets, and team allocation with clear graphs, making planning and decision-making data-driven. **Official Response from Adlana Estephanian:** > Thank you for the review! We’re glad Jellyfish is helping bring engineering productivity, delivery, and AI insights into one place, making it easier to understand team allocation and performance across projects. We also appreciate the feedback around customization and onboarding as we continue to refine the experience. ### 19. Seamless Jira Integration, Powerful Progress Tracking **Rating:** 4.5/5.0 stars **Reviewed by:** Soumya A. **Reviewed Date:** January 24, 2026 **What do you like best about Jellyfish?** I find Jellyfish very helpful for tracking progress on a weekly, monthly, and quarterly basis. It gives me a clear picture of my work contributions over time. The integration with Jira is fantastic, as it makes it easy to see what I'm working on and how my efforts are distributed across different areas, including tracking the AI impact within the team. I also appreciate the Individual Summary option in Jellyfish, which provides a clear, consolidated view of my work, making it easy to understand my contribution, progress, and impact over time. Additionally, the initial setup of Jellyfish was easy, smooth, and straightforward. **What do you dislike about Jellyfish?** I feel one area that could be improved is tracking AI power users over time. Currently, I am only able to see the most recent data, but it would be very helpful to have visibility into AI power users on a weekly, monthly, or quarterly basis. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track my work and overall progress. It helps me with weekly reporting, understanding Jira tickets I've worked on, and tracking AI impact. The Jira integration gives great visibility into open issues, PR changes, and commits. **Official Response from Adlana Estephanian:** > Thank you for your review, Soumya! Glad Jellyfish is supporting clear progress tracking and seamless Jira integration. We appreciate the feedback on expanding AI power user tracking over time. ### 20. Effortless AI Usage Tracking with Minor Hiccups **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** September 24, 2025 **What do you like best about Jellyfish?** I like how easy and straightforward Jellyfish is to use, with a UI and user experience that's very clear and precise. It's efficient in tracking AI usage and gives a descriptive yet clear view of data. I really appreciate how I can see my team's AI usage in real-time, which is very helpful. The setup was also very easy to understand, despite not having formal training on it. **What do you dislike about Jellyfish?** Sometimes the AI usage doesn't get tracked properly, even if it's used continuously for many hours or a full day. I've noticed this happens rarely, like once a month, but it's still frustrating when the entire AI usage data is skipped. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track employees' AI usage across multiple coding agents like Copilot and Cursor, giving us a clear view of usage by department. It solves the problem of improper tracking by providing real-time AI usage data, making the process easy and straightforward. **Official Response from Nour Sadek:** > Thank you for the glowing review! Glad you're making the most of our AI Impact offerings. ### 21. Visually Appealing But With KPI Challenges **Rating:** 4.0/5.0 stars **Reviewed by:** Yann L. **Reviewed Date:** January 22, 2026 **What do you like best about Jellyfish?** I like using Jellyfish because it offers convenient tracking of my teams regarding the work accomplished and delivery KPIs. I particularly appreciate that it gathers all the necessary information in one place and integrates well with Jira and GitHub. Also, I find its interface easy to use and its graphics very beautiful. The 1:1 discussion section is relevant because it provides ideas on questions to ask employees during their meetings. **What do you dislike about Jellyfish?** The KPIs with the sprints really don't work well. We have bi-weekly sprints and the numbers are not reproducible. This causes a breakdown of trust with the managers. Also, the initial setup requires an adaptation of the processes, which has led many teams to have to change their Jira workflow. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track my teams' work and obtain delivery KPIs. It centralizes information, creating a link between Jira and GitHub. ### 22. Fantastic UI, Needs Holiday-Adjusted Metrics **Rating:** 3.5/5.0 stars **Reviewed by:** Sagar P. **Reviewed Date:** January 22, 2026 **What do you like best about Jellyfish?** I like that Jellyfish has a really cool UI. In my profile, it shows everything related to AI Impact and Jira ticket details like how much time I have a ticket assigned to, and the number of pending tickets. It has a section related to Jira called 'Open assigned issues' which shows the ticket assigned to me and for how long. Additionally, it integrates with GitHub so I can easily track the PR raised and the number of comments on PR. The initial setup was also pretty easy. **What do you dislike about Jellyfish?** I have an issue with how it calculates power users for AI apps during public holidays. It doesn't account for public holidays, so if it's a holiday and we don't use the AI app, the overall percentage goes down regardless of it being a holiday. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to spot which users aren't efficiently using their company licenses. Its cool UI and integration with Jira and GitHub help me track assigned tickets, PRs, and comments easily. **Official Response from Nour Sadek:** > Thank you for taking the time to share your feedback with us, Sagar! Glad to hear that you are overall benefitting from the Jellyfish platform, especially to measure the impact of AI tools. And we hear you about calculating power users during holidays. I'll be sure to let our product team know of your notes. ### 23. Absolutely Love This Software! **Rating:** 4.5/5.0 stars **Reviewed by:** Vitali K. | Head of Product Operations, Mid-Market (51-1000 emp.) **Reviewed Date:** October 31, 2025 **What do you like best about Jellyfish?** Setting up and managing the platform was straightforward, and the customer support has been excellent. I find it easy to use and understand on a daily basis. Although I may not be a 'typical' JF user since I work in product leadership, I was still able to set up dashboards for myself to monitor deliverables, plan, and generate progress reports. The interface is intuitive and user-friendly, and integrating it with our company tools was simple. **What do you dislike about Jellyfish?** This isn't a complaint, but rather a suggestion for the JF product team. As the head of product operations, I would appreciate the ability to recognize not just engineers in my company who contribute to delivery and success, but also to classify contributors into more than two categories and view their respective metrics. Additionally, I would like to propose offering more customization options for users, such as the ability to apply custom filters and fields to sort data according to our needs. **What problems is Jellyfish solving and how is that benefiting you?** The platform provides valuable team metrics, including issue cycle time, issues resolved, sprint predictability, and investment categories. I also appreciate how it tracks the speed of delivery, the quality of planning, and the balance between Growth and BAU initiatives in the backlog. The work in flight section provides insight into the number of deliverables in progress, FTE allocation, team focus, and projected delivery dates, which helps monitor whether teams are prioritizing the right tasks, staying on schedule, and identifying potential risks early in the delivery process. The delivery module is helpful for preparing and reporting to stakeholders about the progress of key company initiatives. Additionally, the scenario planning and capacity planning features are extremely useful for me when planning the team's capacity in advance. **Official Response from Nour Sadek:** > Thank you for the glowing review, Vitali! Glad you're finding the Jellyfish platform helpful for team metrics and insights into delivery and planning. ### 24. Bridging the Gap Between Engineering and Business Strategy. **Rating:** 4.5/5.0 stars **Reviewed by:** Vitalii M. | Lead Platform Engeenir, Enterprise (> 1000 emp.) **Reviewed Date:** March 17, 2026 **What do you like best about Jellyfish?** The platform’s ability to provide high-level visibility into engineering alignment is outstanding. I love how it automatically aggregates data from Jira and GitHub to show exactly how much effort is being spent on roadmap items versus technical debt, all without manual time-tracking. **What do you dislike about Jellyfish?** The initial configuration and data mapping can be quite complex and time-consuming. I also find the learning curve for new managers to be somewhat steep, and I would appreciate more flexibility in creating highly customized, ad-hoc reports. **What problems is Jellyfish solving and how is that benefiting you?** It solves the "black box" problem of engineering productivity by translating technical output into business impact. This benefits me by providing data-driven insights to justify resource allocation, identify team bottlenecks early, and communicate progress effectively to non-technical stakeholders. ### 25. Actionable Engineering Insights with Seamless Integration **Rating:** 4.5/5.0 stars **Reviewed by:** dhaipulle v. | Application Support Engineer II, Mid-Market (51-1000 emp.) **Reviewed Date:** January 06, 2026 **What do you like best about Jellyfish?** It gives great visibility into team performance without feeling like micromanagement. The dashboards are clean, easy to understand, and actually useful for decision-making. I appreciate how it integrates smoothly with existing developer tools. It helps identify bottlenecks early and improves planning accuracy. Overall, Jellyfish makes engineering insights actionable and transparent. **What do you dislike about Jellyfish?** Jellyfish can feel complex to navigate, especially for new users. Some reports and metrics lack flexibility and customization. Integration setup can be time-consuming and not always intuitive. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps make engineering work more visible and easier to understand. It connects data from different tools and puts everything in one place. This makes it easier to track progress without constantly asking teams for updates. It helps identify bottlenecks early before they turn into bigger problems. Planning becomes more realistic because decisions are based on real data. It improves alignment between engineering and leadership. Teams can focus more on actual work instead of manual reporting. It saves time by automating metrics and insights. It brings clarity to priorities and delivery timelines. Overall, it helps me make better, data-driven decisions with less effort. **Official Response from Nour Sadek:** > Thank you for taking the time to leave us such a thorough and positive review! We're glad to hear that you're benefitting from improved planning, alignment, and prioritization. Excited to see what new heights you and your team reach in 2026. ### 26. Efficient Metric Tracking with Stellar UI and Support **Rating:** 4.0/5.0 stars **Reviewed by:** Jackson G. | Enterprise (> 1000 emp.) **Reviewed Date:** March 30, 2026 **What do you like best about Jellyfish?** I use Jellyfish for tracking engineering metrics like sprint reviews and throughput. I appreciate the customer service, especially Andrey, who is quick to respond and help. I like the UI of the platform as well. It saves me time going through Jira and building manual views because Jellyfish consolidates and standardizes the information well. **What do you dislike about Jellyfish?** Jellyfish is not very flexible at this time. I would like to be able to report directly from Jellyfish. I think this feature is to come with Datahub. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish consolidates and standardizes engineering metrics, eliminating the need for manual reports in Jira. It saves me time by automating sprint reviews and throughput tracking. ### 27. Jellyfish: Turning Engineering data into strategic product insights **Rating:** 4.0/5.0 stars **Reviewed by:** Ankit S. | Senior Technical Product Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** October 15, 2025 **What do you like best about Jellyfish?** Its extensive integration capabilities allow it to pull data from Jira, GitHub, Slack, and other company channels, creating a holistic overview of engineering resource utilization. This information can then be connected back to company-wide initiatives, providing valuable insights. Helps PM identifies bottleneck in the delivery across PM and engineering team. Its very intuitive and easy to use **What do you dislike about Jellyfish?** What I find challenging about this is that, for it to be truly effective, it relies heavily on integration with other tools like Jira or GitHub. Additionally, its usefulness depends on people consistently following established processes. Without this, much of the dashboard in Jellyfish can end up being ineffective and inconclusive, which poses a significant challenge. From tool perspective it has limited customisation option, so you have to changes your process to accommodate that. Its visual feel a bit outdated and there can be better filters **What problems is Jellyfish solving and how is that benefiting you?** This tool makes it much easier to connect the dots between roadmap priorities or initiatives and available engineering bandwidth. It also helps to identify bottlenecks in delivery. **Official Response from Nour Sadek:** > Thank you for taking the time to share your thoughts with us, Ankit! Glad you're benefitting from aligning engineering capacity to roadmap priorities - and from the ability to proactively identify bottlenecks. ### 28. Team Pulse and Stats Make Retrospectives Clear and Actionable **Rating:** 5.0/5.0 stars **Reviewed by:** Kamlesh K. | Director of Engineering, Mid-Market (51-1000 emp.) **Reviewed Date:** April 29, 2026 **What do you like best about Jellyfish?** You can look at Team Pulse, Team Summary and Individual statistics during Retrospective for what went well, didn't go well. **What do you dislike about Jellyfish?** AI Impact was not integrated successfully with Amazon Q. **What problems is Jellyfish solving and how is that benefiting you?** The biggest advantage is categorizing where the time is being spent by the developers, i.e. we have decided categories for each epic and defect. ### 29. Powerful Engineering Insights with Some Setup Complexity **Rating:** 5.0/5.0 stars **Reviewed by:** John V. | Senior Staff Database Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** October 13, 2025 **What do you like best about Jellyfish?** Jellyfish gives unmatched visibility into how our engineering team’s time is spent across product development, tech debt, and unplanned work. It helps connect engineering effort directly to business priorities — something that was always difficult to quantify before. I especially like the Investment Allocation and Delivery Insights dashboards, which make it easy to communicate engineering impact to leadership in a clear, data-driven way. **What do you dislike about Jellyfish?** While Jellyfish provides powerful insights, the initial setup and data model configuration can be a bit complex — especially when integrating multiple Jira projects or custom workflows. Some of the reports take longer to load when dealing with large repositories, and custom dashboard flexibility could be improved. However, once everything is configured properly, the value it delivers easily outweighs the setup effort. **What problems is Jellyfish solving and how is that benefiting you?** Before using Jellyfish, it was difficult to clearly understand where our engineering time was being spent and how it aligned with company priorities. Jellyfish solves that by bringing data visibility into engineering work — showing the balance between product innovation, tech debt, and operational tasks. It helps our leadership team make data-driven decisions about resource allocation, sprint planning, and long-term roadmap investment. The platform also bridges the gap between engineering and business stakeholders by translating complex development activity into clear, measurable outcomes. Overall, it’s helping us improve delivery predictability, optimize workloads, and demonstrate engineering impact to executives. **Official Response from Nour Sadek:** > Thank you for the glowing review, John! Glad you're finding our platform helpful for sprint planning, long-term roadmap investments, and communicating with execs and stakeholders. ### 30. Jellyfish: Navigating the Depths of Data-Driven Engineering Excellence **Rating:** 4.5/5.0 stars **Reviewed by:** Chamika V. | DevOps Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 04, 2023 **What do you like best about Jellyfish?** What I find most compelling about Jellyfish is its ability to seamlessly integrate Git and Jira data into a coherent and easily understandable format. This amalgamation of data not only simplifies the complexities but also translates into actionable insights, allowing for a more informed decision-making process. The straightforward setup of Jellyfish, coupled with an array of built-in features and opinions, distinguishes it from many alternatives. This user-friendly approach aligns with Jellyfish's philosophy, making it a practical choice for teams aiming to streamline their processes without unnecessary complications. In essence, what I appreciate most about Jellyfish is its ability to turn complex data into actionable insights while maintaining a user-friendly interface and a commitment to continuous improvement. **What do you dislike about Jellyfish?** While Jellyfish has proven to be a valuable tool, there are a couple of aspects that could be improved upon. Firstly, the customization and configuration process in Jellyfish is not as self-service as desired. The platform's opinionated nature, while promoting standardization across teams, comes at the cost of flexibility. This trade-off might not align with every organization's philosophy, as some may prefer a more customizable approach. In summary, while Jellyfish excels in many areas, improvements in customization options and a more streamlined self-service configuration process would contribute to an even more seamless user experience. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish solves key challenges by offering insights into team performance, identifying and addressing operational bottlenecks, aligning work with strategic goals, providing a structured approach to goal setting, and facilitating proactive process optimization. These solutions result in improved efficiency, informed decision-making, and a more streamlined and goal-oriented approach to engineering leadership. **Official Response from Nour Sadek:** > Thank you for the positive review, Chamika! Glad to hear you're seeing improvements in efficiency, decision-making, and communication with leadership. ### 31. Best in business tool for engineering managers **Rating:** 4.5/5.0 stars **Reviewed by:** Anton A. | Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Jellyfish?** The integration with Jira and our git repositories is seamless, bringing together and highlighting all the key data we need. The DevEx module, along with the ability to survey teams with extensive customization, has been particularly valuable. Slack alerts and team pulse features help keep everyone informed—even those without a Jellyfish login—by surfacing any tickets that are stuck. The daily digests provide insights into what is slowing the team down, enabling us to investigate issues and improve our processes. Allocation metrics reveal how much time is spent on bugs or specific components, which helps guide prioritization discussions and supports more accurate estimates. Additionally, the individual metrics and interaction data are useful for facilitating performance discussions with engineers. **What do you dislike about Jellyfish?** The permissioning and data privacy settings in Jellyfish are too rigid, making it difficult for my boss to grant granular access to non-managers. For instance, we are unable to provide our tech lead with a team-specific view without also exposing individual performance data for everyone, which is not ideal. **What problems is Jellyfish solving and how is that benefiting you?** Performance management, team prioritization and planning, identifying blockers and slow-downs. **Official Response from Nour Sadek:** > Thank you for the glowing review, Anton! Glad to hear you're benefitting from all the features in our platform to help with team health and planning! ### 32. It's not just a tool, it's insight. **Rating:** 5.0/5.0 stars **Reviewed by:** Karen B. | Director, Software Delivery Optimization, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Jellyfish?** First, it's an easy and relatively intuitive tool to get acquainted with. I feel like a kid in a candy store exploring the different lenses through which I can view our work. It has made me very curious about the way in which we do work. As we become stronger with Jellyfish, we're able to ask better questions and experiment with our options, and we're able to see what comes of it very quickly! Second, the support has been outstanding. Andrey has been utterly patient as I pepper him with questions, and has consistently guided me to the answers I need. Third, Jellyfish University has been very helpful, especially the lessons that help with diagnostics. It's an excellent, effective resource and makes me feel like the Jellyfish team is invested in our success (which is very refreshing)! **What do you dislike about Jellyfish?** First, dislike is too strong a word. There's nothing I dislike - at least not yet! The learning curve is real but again, the tool is intuitive and once you get a toe hold in even one aspect, additional understanding comes quickly if you put in the effort. (Isn't that just the nature of operations, though?) I'd also like to see roll-up reports to the executive level, and I'd like additional, diagnostics-oriented JF University training. For teams that have no history in observing how they work, it's a real necessity to help them understand that this is intended to be used by them (or their leaders, anyway) as an aid, and as a way to align, and yes, protect, their team. Our greatest challenge hasn't been learning the tool, but gaining traction internally. I would also like a report that shows who's logged in and who hasn't. Maybe that exists at the administrator level, but I suspect some of those complaining the loudest haven't spent much time in it. I would also REALLY like to see more robust planning options to give teams better long-term insight into how realistic their plans are, especially with regard to pulling in dependencies. **What problems is Jellyfish solving and how is that benefiting you?** The primary issue it's helping us solve, or at least shed light on, is how much work we do that doesn't pertain to our stated priorities. We're still straightening out some of our data issues - JF has highlighted anomalies we hadn't know about - and seeing, for example, the lifecycle report or CapX reports has swung us around. It's also highlighting how misaligned certain groups are, whether internally or across teams. For example, we've uncovered some significant misalignment with leaders that we might not have realized without the data from JF. **Official Response from Nour Sadek:** > Thank you for the glowing review, Karen! Glad to hear you're benefitting from increased visibility and proactively addressing misalignment. We're hear to help, as always. ### 33. Jellyfish is able to extract valuable insights into the team velocity **Rating:** 4.0/5.0 stars **Reviewed by:** Bas K. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Jellyfish?** It is great to see an overview of the impact I'm having across projects. It helps project velocity for other projects and keep check on consistency. The UI is quite clear and easy to use to review relevant stats. I like that it integrates seamlessly with Jira which we use as our project management tool. While the data is valuable, I'm not frequently checking the dashboard as it does not affect my day-to-day work, but it definitely helps plan for new projects and recap our velocity of past projects. **What do you dislike about Jellyfish?** One stat that I find confusing/counter productive is the notion that all work (git commits) should be able to be attributed to a work item (jira ticket). I understand that this is needed from a reporting perspective, but in the real world it it often creates significant overhead for small changes to require creating a jira ticket just to "track the work". It would be awesome if somehow work without a jira ticket could be associated to a project by looking at the context/content of the work. **What problems is Jellyfish solving and how is that benefiting you?** It gives me relevant insights in the team velocity on the current project **Official Response from Nour Sadek:** > Thank you for taking the time to submit this review, Bas! Glad to hear you're benefiting from the insights on team velocity. I will be sure to pass on your feedback to our team. ### 34. Clear visibility into engineering work and priorities **Rating:** 4.5/5.0 stars **Reviewed by:** Gilliano M. | Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Jellyfish?** I really like being able to check team metrics such as velocity and cycle time, which helps me identify trends early and adapt quickly. Jellyfish gives our team a clear, data-driven view of engineering investments and progress. It makes it much easier to align engineering work with company priorities and to communicate impact with leadership. I also appreciate the intuitive dashboards, which make complex development analytics easy to understand, and the Jira integration that saves time on manual reporting. **What do you dislike about Jellyfish?** While Jellyfish is powerful, there can be a learning curve at the beginning, especially when setting up integrations and customizing views. Some of the reports could offer more flexibility in filtering or drilling down into details. That said, the support team is responsive and actively improves the product based on feedback. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish is helping us track and analyze engineering team performance in real time. By monitoring metrics such as velocity, cycle time, and work distribution, I'm able to identify trends early, detect potential bottlenecks, and adapt quickly. This visibility ensures that engineering work stays aligned with business priorities and makes it easier to communicate impact to leadership. The tool reduces the need for manual reporting and provides a single source of truth for data-driven decisions. **Official Response from Nour Sadek:** > Thank you for the glowing review, Gilliano! Glad to hear you're benefitting from identifying trends and bottlenecks proactively and aligning engineering work to business priorities. ### 35. Easy to use tool, offers great insight into how the organization and each team is performing **Rating:** 5.0/5.0 stars **Reviewed by:** Rachel H. | Sr. DIrector, Engineering Operations, Enterprise (> 1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Jellyfish?** Love the visibility the tool provides and how easy it is to use!!! We are able to look at each team more objectively. Each team has the same metrics, with some variance based on the way the teams work (scum, scrumban, kanban, etc) . I love that the tool keeps improving at a pretty rapid pace, and they are so welcoming of ideas and feedback to make Jellyfish even better! The support team is super helpful, and communicates well as they work to resolve issues. **What do you dislike about Jellyfish?** Sometimes the teams don't like the visibility.... Also, managers have a lot on their plate and may not be leveraging the tool as effectively as they can so I wonder if we are getting as much value as we could be (but that is on us, not JF). **What problems is Jellyfish solving and how is that benefiting you?** helping teams with accountability. We have great baseline data so when teams want to change up how they work, they have lots of flexibility as long as they are improving metrics and not going backward. Also, giving us insight into how well our AI tools are working for us (or not), giving us better insight to make decisions. When we aren't actively looking at Jellyfish data sometimes the teams aren't as diligent about delivering upon their commitments. Jellyfish has helped us to improve our predictability with the level of visibility/transparency **Official Response from Nour Sadek:** > Thank you for the glowing review, Rachel! Glad to hear you've benefited from improving visibility into and predictability of delivery timelines...as well as insights into AI tool adoption and usage. ### 36. Making data-driven decisions with Jellyfish! **Rating:** 5.0/5.0 stars **Reviewed by:** Andrés F. | Lean & Performance Lead, Enterprise (> 1000 emp.) **Reviewed Date:** August 14, 2025 **What do you like best about Jellyfish?** 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 Jellyfish?** 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 Jellyfish 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. **Official Response from Nour Sadek:** > Appreciate you taking the time to leave this feedback, Andrés! It's wonderful to hear of all the benefits you're seeing with Jellyfish - from allocations to team health, to coaching and business alignment. Looking forward to continuing to grow together. ### 37. Insightful Metrics, Seamless Integration **Rating:** 4.0/5.0 stars **Reviewed by:** Travis S. | Mid-Market (51-1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Jellyfish?** I like Jellyfish because it provides one place to go for combining data from Jira and Github, offering good metrics. The metrics display is easy to use, and I appreciate seeing comparisons with other teams and companies. **What do you dislike about Jellyfish?** Some graphs are affected by outliers. Would be nice to either remove them or be able to change the scale of the graph. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to watch velocity metrics for teams, with Jira and Github data in one place, offering good and easy-to-use metrics. ### 38. Efficient engineering visibility with minor learning curve **Rating:** 4.0/5.0 stars **Reviewed by:** Amber D. | Data Engineer, Information Technology and Services, Enterprise (> 1000 emp.) **Reviewed Date:** September 25, 2025 **What do you like best about Jellyfish?** Jellyfish offers excellent visibility into engineering operations by providing clear metrics around resource allocation, delivery performance, and team alignment with strategic initiatives. Its integrations with tools like Jira and GitHub make it easy to pull in data without any manual effort. The visual dashboards are intuitive and help stakeholders understand engineering productivity in a language that makes sense to both technical and non-technical teams. It’s especially useful for engineering leaders aiming to improve planning, track investments, and justify priorities across business units. **What do you dislike about Jellyfish?** While the platform is powerful, there’s a learning curve involved especially during the initial setup and dashboard configuration. Some customization options can feel limited unless you’re working closely with their support team. Additionally, depending on how your team structures Jira projects, data hygiene and tagging become crucial, which might require some internal process changes. That said, once set up correctly, the value becomes apparent. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps us bring transparency and alignment between engineering efforts and business objectives. Before Jellyfish, it was difficult to quantify how much time was being spent on innovation vs. maintenance or support. Now, with integrated dashboards pulling from Jira and GitHub, we can clearly identify team allocations, delivery bottlenecks, and investment areas. This has improved decision-making for sprint planning, hiring needs, and communicating progress to stakeholders in a language they understand. **Official Response from Nour Sadek:** > Thank you for taking the time to share your thoughts, Amber! We're glad to hear that you've seen improvements decision-making for sprint planning, hiring needs, and communicating progress to stakeholders. ### 39. Easy and Useful Metrics **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Jellyfish?** Getting easy metrics for team projects that is easily accessible for managers and engineers. **What do you dislike about Jellyfish?** Sometimes the metrics aren't completely the same as internal metrics or teams want to customize and it is not possible. Load times are sometimes long and nightly refreshes aren't as useful as real time updates. **What problems is Jellyfish solving and how is that benefiting you?** Getting efficiency metrics for teams so they can focus on targeted improvements, showing AI adoption metrics for new AI tools and Capdev reporting insights can be faster and more accurate ### 40. Clear Committed vs Delivered Insights and Helpful DORA Metrics **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Consumer Services | Mid-Market (51-1000 emp.) **Reviewed Date:** April 10, 2026 **What do you like best about Jellyfish?** Overview about committed vs delivered work General DORA metrics showing the evolution of cycle time, etc **What do you dislike about Jellyfish?** MCP integration with oauth is missing right now. This would make it far more useful to managers to use with their Agentic platforms. The planning features don't enable to split by roles further beyond frontend and backend. We support 3 different platforms and as a results we are not using any of the planning features. **What problems is Jellyfish solving and how is that benefiting you?** Helps team track their progress and optimize their processes. Enables us to capitalize our work. ### 41. Intuitive UI with Improvement Potential **Rating:** 4.0/5.0 stars **Reviewed by:** Esteban S. | Project and Scrum Manager, Internet, Enterprise (> 1000 emp.) **Reviewed Date:** October 17, 2025 **What do you like best about Jellyfish?** I like Jellyfish for providing insights to engineering directors and offering better visibility on what's going on in our engineering teams with good allocation metrics. The UI is very friendly and intuitive, which doesn't kick out the user when reading metrics, thanks to a clean and clear experience. The initial setup was quite easy, and the success team worked well. **What do you dislike about Jellyfish?** We miss some basic metrics like issues created and some connections important to us, like Datadog. Just adding these features would be a big plus, and we don't think it would be that hard. We have some Power BI dashboards for metrics Jellyfish doesn't provide. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish gives me better visibility on my engineering teams and provides good allocation metrics. **Official Response from Nour Sadek:** > Thank you for the positive review, Esteban! Glad you're benefitting from insights into allocations as well as software capitalization capabilities. ### 42. Effortless Insights Make Team Planning a Breeze **Rating:** 4.5/5.0 stars **Reviewed by:** Mayurika K. | Data Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** December 11, 2025 **What do you like best about Jellyfish?** It gives a clear view of where the team’s time and effort are going, which makes planning easier. I like how simple it is to understand insights without digging through complicated reports. **What do you dislike about Jellyfish?** Some of the data takes time to update, so the insights aren’t always real-time. A few parts of the interface feel a bit complex at first and need time to get used to. **What problems is Jellyfish solving and how is that benefiting you?** It helps bring all engineering work into one place, so it’s easier to understand what the team is focusing on. It gives clearer visibility into priorities and effort, which helps with planning and explaining work to stakeholders. **Official Response from Nour Sadek:** > Thank you for the positive review, Mayurika! Glad to hear you're benefitting from centralizing all the data on engineering work in one place and from improved planning and internal communication. ### 43. JellyFish review by admi user and data analyst **Rating:** 4.0/5.0 stars **Reviewed by:** Luis Fabian D. | Product Operations Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** September 30, 2025 **What do you like best about Jellyfish?** I appreciate the platform for the way it allows me to interact. I also enjoy the level of detail in the data that is available. I also enjoy the quality of the support service **What do you dislike about Jellyfish?** What I don’t really like is that there’s too much data and too many metrics that might not fit my company. What I’d like is the ability to create metrics based on the data that’s available — maybe something like a metrics builde **What problems is Jellyfish solving and how is that benefiting you?** Well, Jellyfish mainly helps us measure development times and the progress of each type of work. It’s most useful for verifying the work of each developer when we have doubts or want to review what they did. In summary, we focus more on team velocities, and whenever we have doubts, we check what each developer or each team has done **Official Response from Nour Sadek:** > Thank for sharing your honest feedback with us, Luis! Glad to hear you're finding out platform helpful for maintaining the pulse on team velocity and blockers. ### 44. Efficient Data Insights, Needs Stronger Data Hygiene Tools **Rating:** 4.0/5.0 stars **Reviewed by:** Stanly T. | Senior Manager Engineering, Core HR **Reviewed Date:** November 10, 2025 **What do you like best about Jellyfish?** I appreciate how Jellyfish effortlessly captures and automates data signals, translating engineering activity into meaningful insights. This is particularly useful for my role as an Engineering Manager at Paylocity, as it provides visibility into productivity, project allocation, and areas needing improvement. The connection of data across Jira and GitHub offers a clear picture of where our team’s time and effort are focused, making the dashboards intuitive for tracking progress, balancing priorities, and spotting trends. This functionality eliminates the hassle of manually gathering data from various sources. I value how the dashboards facilitate more data-driven and transparent conversations with leadership. The automation of real engineering signals into meaningful metrics, rather than relying on manual reporting, gives me a real-time view of work progress and blockages, which in turn connects day-to-day engineering activities with strategic outcomes—something that would've been difficult to achieve otherwise. Another aspect I really like is the smooth setup process for integrating Jira and GitHub, with effective onboarding support from the Jellyfish team, ensuring quick start of generating insightful dashboards and metrics. **What do you dislike about Jellyfish?** I find that Jellyfish heavily relies on clean data from Jira and GitHub to generate accurate insights. If the data hygiene isn't consistent, the metrics can become misleading, making it difficult to trace where discrepancies originate or why certain metrics appear incorrect. Troubleshooting these issues is time-consuming, and Jellyfish lacks built-in tools to assist with identifying data gaps, suggesting corrections, or guiding teams towards better data configuration. Having additional flexibility to adjust or reclassify signals would make the insights more reliable and actionable, enhancing the platform’s overall effectiveness. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to capture data signals for meaningful metrics, providing our team clarity on productivity and project allocation. Its integration with Jira and GitHub offers real-time views and facilitates data-driven decisions, saving time. However, reliance on data hygiene can skew insights without additional data validation tools. **Official Response from Nour Sadek:** > Thank you for taking the time to write this review, Stanly! We love hearing how you and the team at Paylocity are benefitting from using the Jellyfish platform to get clear on team productivity and project progress. I will be sure to forward your feedback to our support and product teams. In the meantime, please don't hesitate to reach out to your CSM any time with any specific feedback or feature request. We are here for you. ### 45. Powerful Metrics and Planning, with a Learning Curve for New Users **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Mid-Market (51-1000 emp.) **Reviewed Date:** November 04, 2025 **What do you like best about Jellyfish?** Our team originally investigated Jellyfish for it's Software Capitalization capabilities, but found that it provides us with far more. We've been able to drastically reduce the amount of time our LT spends reviewing capitalization, and now have them using Jellyfish metrics (story point efficiency, velocity, cost and HC utilization) to better plan for future sprints and quarters. We're still working on getting our data to the point where we can wholly rely on Jellyfish for planning, but have seen material changes in where we spend our time and how we manage our teams and orgs. **What do you dislike about Jellyfish?** Jellyfish has lots of capability spread over many pages, and this means there's a bit of a learning curve for new leaders. Jellyfish is working on an AI assistant to help centralize collection of data, but it isn't ready quite yet. Once this is ready it will make our data easier to find and should allow us to ask questions that aren't on Jellyfish dashboards today. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps us in two ways- 1) We use it to accumulate Software Capitalization information. This allows us to amortize innovation spend in the current year which is useful for growing companies 2) We use it to provide us with Engineering metrics. We're able to see how much we're spending on new builds, how much time is going to maintenance work, and where we may need to support an individual or team. This helps us in real time as we encounter blockers in our projects and also helps us to plan for the future. Jellyfish is including AI utilization metrics in their software but hasn't yet built it out for the provider we use. Once available we'll use it to understand how effective our org is at using AI tools. **Official Response from Nour Sadek:** > Thank you for the glowing review! Glad you're making the most of our platform to help your teams with software capitalization as well as supporting teams and unblocking projects. ### 46. The best DORA metrics tool out there **Rating:** 4.5/5.0 stars **Reviewed by:** Esteban V. | Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** September 24, 2025 **What do you like best about Jellyfish?** As an engineering manager Jellyfish helps me enable the correct conversations with other engineering managers and executives. It's not like "oh your issue cycle time so low, your performance is low" but more like "what's making your issue cycle time be low compared to other teams?" Plug in Jira and GitLab. Make it work seamlessly. It works like a charm and we use it every week. I haven't had to contact customer support yet because I haven't faced bugs. Maybe the only little thing is that some synchronizations take up to 24 hours to be reflected. **What do you dislike about Jellyfish?** Some syncrhonizations take up to 24 hours to be reflected, but that's just something minor given our use is weekly. **What problems is Jellyfish solving and how is that benefiting you?** Setting up a good dashboard to standardize DORA metrics measurement across teams is very hard. **Official Response from Nour Sadek:** > Thank you for the glowing review, Esteban! Glad to hear you're benefiting from increased visibility to help with 1:1 conversations and improving team health and developer experience. ### 47. Powerful Productivity Insights, Minor Integration Hiccups **Rating:** 4.5/5.0 stars **Reviewed by:** sowmya b. | Senior Software Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** October 27, 2025 **What do you like best about Jellyfish?** I like how Jellyfish shows productivity metrics and daily activity. It provides AI usage insights, which are important for our performance. It's useful to get all metrics of tickets, Pull requests, and AI usage details in one place. **What do you dislike about Jellyfish?** When I want to fetch all the tasks I worked on, it gives me subtasks and it's difficult to get GitHub pull requests. **What problems is Jellyfish solving and how is that benefiting you?** I use Jellyfish to track productivity by providing metrics on tickets, pull requests, and AI usage, which helps to have all details in one place. **Official Response from Nour Sadek:** > Thank you for the glowing review, Sowmya! Glad to hear you're finding the Jellyfish platform beneficial for planning, proactively identifying bottlenecks, and improving planning. ### 48. Jellyfish enhances strategic decision-making with insightful engineering metrics. **Rating:** 4.5/5.0 stars **Reviewed by:** Chris V. | Senior Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** September 29, 2025 **What do you like best about Jellyfish?** What I like about Jellyfish is how its engineering metrics surface trends that help us spot issues and opportunities early. It enables more targeted conversations that drive real improvements in operational outcomes. The new DevEx features are especially valuable—they highlight areas of stress or overload, which helps us boost both productivity and developer well-being. **What do you dislike about Jellyfish?** What I dislike about Jellyfish has mostly been around user administration. Progress has been made to address those concerns, though some work still remains. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps solve the problem of visibility into engineering work. It surfaces trends and metrics that make it easier to identify bottlenecks, stress points, or misalignment early. This benefits me by enabling more targeted conversations with teams, improving operational outcomes, and supporting both productivity and developer well-being. **Official Response from Nour Sadek:** > Thank you for the honest review, Chris! Glad to hear you're benefitting from greater visibility into engineering metrics, bottlenecks, and misalignments. ### 49. Insightful Team Analytics, Minor Navigation Frustrations **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.) **Reviewed Date:** October 24, 2025 **What do you like best about Jellyfish?** Jellyfish allows me to look at the work that my team is doing and identify opportunities for improvement, bottlenecks, and inefficiencies. I use Jellyfish daily, it's part of my morning routine. I also use it during sprint retros to show the team how they're doing on their sprint commitments, etc. At first it was a little daunting to use, but the Jellyfish Academy really helped and now it's become a lot easier to use. We have a slack channel set up with Jellyfish support and we have questions answered very quickly when they arise. It's been a really good experience. **What do you dislike about Jellyfish?** The only thing I don't like is the additional clicks it takes to open things from Jellyfish into Jira. I wish I didn't have to open an additional screen in order to see the "open in jira" button. **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish helps me identify how the team is being efficient, and where they're not being efficient. I can also use it to look at my individual contributor's progress and where they might be struggling. I love the ability to check out my team's collaboration with each other. **Official Response from Nour Sadek:** > Thank you for the glowing review! Glad to hear you're benefitting from improved insights into team and individual performance and health. ### 50. Great for understanding where engineering effort is spent **Rating:** 5.0/5.0 stars **Reviewed by:** Chris K. | Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 04, 2025 **What do you like best about Jellyfish?** Jellyfish provides the visibility we need for understanding where our development teams are spending their time. It has also helped us to be more aware of JIRA data hygiene, and following best practices for ensuring work items and code PR reviews are properly connected. Equally for managers such as myself, the tool provides a wealth of information for informing individual discussions with team members too. The scenario planner helps with estimating projections for likely work completion - thereby taking some of the 'guesswork' out of this. This helps inform stakeholders such as product managers as to likely delivery. The tool is generally easy to use, one of the key aspects during my evaluation and eventual selection of Jellyfish was that it provides the ability to drill into any chart or metric to see the constituent data. The DevEx aspect for gathering information on the 'qualitative' aspects of how development teams work i.e. their 'feeling' about efficiency and good process is up and coming (its not yet as strong as some competitor tools I evaluated) - but this is more than enough for our needs, considering our initial engineering focus is predominantly on quantitative aspects - which is where Jellyfish excels. Their customer support team is very responsive to any queries or issues, and having a dedicated person as point of contact for advice has been very helpful for us to try and get the most out of the tool. **What do you dislike about Jellyfish?** A couple of features we'd like to have: - ability to set 'alerts' for specific thresholds e.g. 'large' PRs, though some of the other things we'd be interested in have been covered by the recent Team Pulse feature - integration with Microsoft 365 calendars (currently only Google is supported) - integration with HR systems, to pull in team structures & reporting lines **What problems is Jellyfish solving and how is that benefiting you?** Jellyfish provides the visibility we need for understanding where our development teams are spending their time. It has also helped us to be more aware of JIRA data hygiene, and following best practices for ensuring work items and code PR reviews are properly connected. Equally for managers such as myself, the tool provides a wealth of information for informing individual discussions with team members too. **Official Response from Nour Sadek:** > Thanks for taking the time to share your candid thoughts, Chris! Glad to hear you're happy with the wealth and breadth of information our platform provides. Love that you're having to deal with less guesswork when it comes to projections. - [View Jellyfish pricing details and edition comparison](https://www.g2.com/products/jellyfish-2025-10-22/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-17+16%3A56%3A40+-0500&secure%5Bsession_id%5D=2d7ca3e0-24f0-4e2e-8360-c3ec7dfaa7c6&secure%5Btoken%5D=b81f202dd7eaaa6cd919b95a405ec7f33600b0461f6701238828885950665b2c&format=llm_user) ## Jellyfish Integrations - [Amazon Q Developer](https://www.g2.com/products/amazon-q-developer/reviews) - [Azure Pipelines](https://www.g2.com/products/azure-pipelines/reviews) - [Bitbucket](https://www.g2.com/products/bitbucket/reviews) - [Claude](https://www.g2.com/products/claude-2025-12-11/reviews) - [Claude Code](https://www.g2.com/products/claude-code/reviews) - [Claude Code](https://www.g2.com/products/anthropic-claude-code/reviews) - [CodeRabbit](https://www.g2.com/products/coderabbit/reviews) - [Confluence](https://www.g2.com/products/confluence/reviews) - [Cursor](https://www.g2.com/products/cursor/reviews) - [Cursor.sh](https://www.g2.com/products/cursor-sh/reviews) - [Gemini Code Assist](https://www.g2.com/products/gemini-code-assist/reviews) - [Git](https://www.g2.com/products/git/reviews) - [GitHub](https://www.g2.com/products/github/reviews) - [GitHub Copilot](https://www.g2.com/products/github-copilot/reviews) - [GitLab](https://www.g2.com/products/gitlab/reviews) - [Jira](https://www.g2.com/products/jira/reviews) - [Jira Service Management](https://www.g2.com/products/jira-service-management/reviews) - [Slack](https://www.g2.com/products/slack/reviews) - [Windsurf](https://www.g2.com/products/exafunction-windsurf/reviews) - [Workday Recruiting](https://www.g2.com/products/workday-recruiting/reviews) ## Jellyfish Features **Functionality** - Repository Integration - Analytics and Trends - Productivity Updates **Management** - Historical Data Consolidation - Data Context - Testing Integration **Value Analysis** - Metric Relevance - Insight - Impact Predictions - Report Generation **Value Management** - Planning Tools - Communication Tools - Control ## Top Jellyfish Alternatives - [Swarmia](https://www.g2.com/products/swarmia/reviews) - 4.4/5.0 (303 reviews) - [Flow](https://www.g2.com/products/appfire-flow/reviews) - 4.1/5.0 (90 reviews) - [LinearB](https://www.g2.com/products/linearb/reviews) - 4.6/5.0 (79 reviews)