--- 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: '2026-07-12' 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 find the **fantastic metrics** in Jellyfish invaluable for tracking team performance and optimizing efficiency. (66 reviews) - Users value Jellyfish for its **enhanced team collaboration** , providing clear insights and seamless integration for improved engineering visibility. (62 reviews) - Users value the **comprehensive metrics analysis** in Jellyfish, aiding in team efficiency and individual performance tracking. (54 reviews) - Users appreciate the **valuable insights** from Jellyfish, enhancing visibility and informing better engineering decision-making. (50 reviews) - Users value the **seamless tracking capabilities** of Jellyfish, enhancing visibility and improving team productivity effectively. (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 face **metrics issues** with Jellyfish, including data bugs and a lack of flexible dashboard options. (35 reviews) - Users note the **data management challenges** in Jellyfish, highlighting a steep learning curve and potential validation issues. (20 reviews) - Users find the **lack of customization** in Jellyfish limiting, needing to adjust processes instead of tailoring the tool. (19 reviews) - Users express concern over the **limited features** of Jellyfish, hindering effective process management and metric tracking. (19 reviews) - Users find the **complex configuration** of Jellyfish time-consuming, requiring significant effort for effective 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. 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. ### 2. 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. ### 3. 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. ### 4. 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. ### 5. 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. ### 6. 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. ### 7. 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. ### 8. 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. ### 9. 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. ### 10. 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. - [View Jellyfish pricing details and edition comparison](https://www.g2.com/products/jellyfish-2025-10-22/reviews/jellyfish-review-13091782?section=pricing&secure%5Bexpires_at%5D=2026-07-13+04%3A56%3A31+-0500&secure%5Bsession_id%5D=49819799-2da4-4481-9c4f-4017a5e8c887&secure%5Btoken%5D=167afa628ca15cd1ea8779e038f786c7c10d51177de58984e99d2889d5f272e1&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 (301 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)