--- title: Jellyfish Reviews meta\_title: 'Jellyfish Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 434 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: 434 scale: '5' date\_modified: '2026-08-11' parent\_category: name: Development url: https://www.g2.com/categories/development --- # Jellyfish Reviews & Product Details Visit Website 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. * * * Product Website Jellyfish Seller [Jellyfish](https://www.g2.com/sellers/jellyfish-2026-07-16) Discussions [Jellyfish Community](https://www.g2.com/products/jellyfish-2025-10-22/discuss) Languages Supported English Solution Type All-in-One Overview by Nour Sadek Show More ## Value at a Glance Averages based on real user reviews. ### Time to Implement 2 months [ View More Pricing Information ](https://www.g2.com/products/jellyfish-2025-10-22/pricing) ## Jellyfish Integrations (17) What do users say about integrations? Verified by Jellyfish [ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Amazon Q Developer ](https://www.g2.com/products/amazon-q-developer/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Claude ](https://www.g2.com/products/claude-2025-12-11/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Claude Code ](https://www.g2.com/products/anthropic-claude-code/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Claude Code ](https://www.g2.com/products/claude-code/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") CodeRabbit ](https://www.g2.com/products/coderabbit/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Cursor ](https://www.g2.com/products/cursor/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Cursor.sh ](https://www.g2.com/products/cursor-sh/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Gemini Code Assist ](https://www.g2.com/products/gemini-code-assist/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Git ](https://www.g2.com/products/git/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") GitHub ](https://www.g2.com/products/github/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") GitHub Copilot ](https://www.g2.com/products/github-copilot/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") GitLab ](https://www.g2.com/products/gitlab/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Jira ](https://www.g2.com/products/jira/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Jira Service Management ](https://www.g2.com/products/jira-service-management/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Slack ](https://www.g2.com/products/slack/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Windsurf ](https://www.g2.com/products/exafunction-windsurf/reviews)[ ![Product Avatar Image](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Product Avatar Image") Workday Recruiting ](https://www.g2.com/products/workday-recruiting/reviews) Show More AF Andrés F. Lean & Performance Lead Enterprise (\> 1000 emp.) 8/14/2025 "Making data-driven decisions with Jellyfish!" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11539659/official_response/edit) 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. 9/29/2025 Current UserValidated ReviewerIncentivizedSource: Seller inviteAI Translated ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") G Verified User 7/30/2026 "Insightful AI Usage Tracker with Easy Setup" 5/5 What do you like best about Jellyfish? Jellyfish helps me know where I stand in AI usage and lets me see the usage of my teammates as well. It's useful for understanding how much I depend on AI. I find all the features good, and the initial setup with SSO login was easy. Review collected by and hosted on G2.com. What do you dislike about Jellyfish? Nothing Review collected by and hosted on G2.com. What problems is Jellyfish solving and how is that benefiting you? I use Jellyfish to track AI usage, helping me understand my dependency and where I stand. It also lets me see my team's usage, which is useful. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite on behalf of seller ![Travis S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Travis S.") TS Travis S. Mid-Market (51-1000 emp.) 4/28/2026 "Insightful Metrics, Seamless Integration" 4/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Amber D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Amber D.") AD Amber D. Data Engineer Information Technology and Services Enterprise (\> 1000 emp.) 9/25/2025 "Efficient engineering visibility with minor learning curve" 4/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11727723/official_response/edit) 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. Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") AC Verified User in Computer Software Enterprise (\> 1000 emp.) 4/28/2026 "Easy and Useful Metrics" 5/5 What do you like best about Jellyfish? Getting easy metrics for team projects that is easily accessible for managers and engineers. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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 Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Consumer Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Consumer Services") UC Verified User in Consumer Services Mid-Market (51-1000 emp.) 4/10/2026 "Clear Committed vs Delivered Insights and Helpful DORA Metrics" 4.5/5 What do you like best about Jellyfish? Overview about committed vs delivered work General DORA metrics showing the evolution of cycle time, etc Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Esteban S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Esteban S.") ES Esteban S. Project and Scrum Manager Internet Enterprise (\> 1000 emp.) 10/17/2025 "Intuitive UI with Improvement Potential" 4/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11828809/official_response/edit) Thank you for the positive review, Esteban! Glad you're benefitting from insights into allocations as well as software capitalization capabilities. Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 Icon 1/23/2026 Validated ReviewerIncentivizedSource: Seller invite MK Mayurika K. Data Analyst Mid-Market (51-1000 emp.) 12/11/2025 "Effortless Insights Make Team Planning a Breeze" 4.5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11824194/official_response/edit) 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. Current UserValidated ReviewerIncentivizedSource: G2 invite ![Luis Fabian D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Luis Fabian D.") LD Luis Fabian D. Product Operations Analyst Mid-Market (51-1000 emp.) 9/30/2025 "JellyFish review by admi user and data analyst" 4/5 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 Review collected by and hosted on G2.com. 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 Review collected by and hosted on G2.com. 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 Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11745378/official_response/edit) 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. Current UserValidated ReviewerIncentivizedSource: Seller invite ![Stanly T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Stanly T.") ST Stanly T. Founder Computer Software Small-Business (50 or fewer emp.) 11/10/2025 "Efficient Data Insights, Needs Stronger Data Hygiene Tools" 4/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Response from Nour Sadek of Jellyfish [Editedit](https://www.g2.com/survey_responses/jellyfish-review-11936664/official_response/edit) 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. Validated ReviewerIncentivizedSource: Seller invite ## Pricing Insights Averages based on real user reviews. ### Time to Implement 2 months ### Return on Investment 8 months ### Average Discount 13% ### Perceived Cost $$$$$ [ View More Pricing Information ](https://www.g2.com/products/jellyfish-2025-10-22/pricing) ## How much does Jellyfish cost? Data powered by [BetterCloud](https://www.bettercloud.com). Estimated Price ### $$k - $$k Per Year Based on data from 11 purchases. 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