--- 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 PS Padma S. Mid-Market (51-1000 emp.) 4/30/2026 "Clear Visibility Enhances QA Performance Tracking" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Kyle L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kyle L.") KL Kyle L. Manager, Software Development Computer Software Mid-Market (51-1000 emp.) 4/29/2026 "Comprehensive Team Monitoring Made Easy" 4.5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Antonin P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Antonin P.") AP Antonin P. Engineering Manager Enterprise (\> 1000 emp.) 4/28/2026 "Intuitive UI and Insightful Metrics" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Dan C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Dan C.") DC Dan C. VP of Engineering Mid-Market (51-1000 emp.) 4/28/2026 "Empowers Engineering Teams with Seamless Analytics" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Richard G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Richard G.") RG Richard G. SVP - Head of Engineering Operations Enterprise (\> 1000 emp.) 4/16/2026 "Streamlined Signal Management, Needs User Segmentation" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Ryan E.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ryan E.") RE Ryan E. Development Manager II - Developer Productivity Engineering (DPE/DX) Mid-Market (51-1000 emp.) 3/30/2026 "Powerful Productivity Insights, AI Impact Needs Improvement" 4/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Nick B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nick B.") NB Nick B. Mid-Market (51-1000 emp.) 3/29/2026 "Enhances Engineering Insights, Needs Improved Hierarchy Management" 3.5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: Seller invite ![Jim T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jim T.") JT Jim T. VP, Engineering Mid-Market (51-1000 emp.) 3/30/2026 "Clear Visibility Into Team Work and AI Rollout Effectiveness" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Chad N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Chad N.") CN Chad N. VP Engineering and Governance Small-Business (50 or fewer emp.) 6/1/2023 "Great Insights provided from Jellyfish" 5/5 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. 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. Review collected by and hosted on G2.com. Show More 6/2/2026 Validated ReviewerIncentivizedSource: Organic ![Stathis X.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Stathis X.") SX Stathis X. Engineering Manager Mid-Market (51-1000 emp.) 6/8/2024 "Great Platform!" 5/5 What do you like best about Jellyfish? I like the new AI adoption features. overall the ability to use natural Language queries. Review collected by and hosted on G2.com. What do you dislike about Jellyfish? UI for Jira integration, have abilities to use JQL for filtering Review collected by and hosted on G2.com. What problems is Jellyfish solving and how is that benefiting you? Getting the metrics that the native tools don't have. Review collected by and hosted on G2.com. Show More 8/3/2026 Current UserValidated ReviewerIncentivizedSource: Organic ## 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. Get Price Estimate Jellyfish Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_429527b7562c04ac5818f4cee3b1132d/linearb.png "Product Avatar Image") LinearB 4.6/5(80) [ Compare Now ](https://www.g2.com/compare/jellyfish-2025-10-22-vs-linearb) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_606d09e0f8df8ceb8fa70c13d4a1b237/appfire-flow.png "Product Avatar Image") Flow 4.1/5(91) [ Compare Now ](https://www.g2.com/compare/appfire-flow-vs-jellyfish-2025-10-22) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_f2266fea7949e00109ae7612cacf1c1f/swarmia.png "Product Avatar Image") Swarmia 4.4/5(306) [ Compare Now ](https://www.g2.com/compare/jellyfish-2025-10-22-vs-swarmia) ##### ##### Jellyfish Features Management Historical Data Consolidation Data Context Testing Integration Functionality Repository Integration Analytics and Trends Productivity Updates Value Analysis Metric Relevance Insight Impact Predictions Value Management Planning Tools Communication Tools Control [ View More Features ](https://www.g2.com/products/jellyfish-2025-10-22/features) ## Top-Rated Alternatives [ ![Swarmia](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Swarmia") Swarmia 4.4/5(306) ](https://www.g2.com/products/swarmia/reviews) [ ![Flow](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Flow") Flow 4.1/5(91) ](https://www.g2.com/products/appfire-flow/reviews) [ ![LinearB](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "LinearB") LinearB 4.6/5(80) ](https://www.g2.com/products/linearb/reviews) [ View All Alternatives ](https://www.g2.com/products/jellyfish-2025-10-22/competitors/alternatives) ##### Categories on G2 [Value Stream Management](https://www.g2.com/categories/value-stream-management)[Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools) ##### Explore More [Which PHP IDE platforms offer the best debugging tools and perform reliably for small teams of 1 to 10 developers?](https://www.g2.com/discussions/which-php-ide-platforms-offer-the-best-debugging-tools-and-perform-reliably-for-small-teams-of-1-to-10-developers)[Is Veeam Data Platform worth it as an IT resilience orchestration platform for an enterprise team that needs combined backup, DR orchestration, and ransomware recovery, or does Zerto cover the same failover automation with less overhead?](https://www.g2.com/discussions/is-veeam-data-platform-worth-it-as-an-it-resilience-orchestration-platform-for-an-enterprise-team-that-needs-combined-backup-dr-orchestration-and-ransomware-recovery-or-does-zerto-cover-the-same-failover-automation-with-less-overhead)[Which Sage Intacct channel partners have global enterprise deployment experience in regulated industries where data integrity is critical?](https://www.g2.com/discussions/which-sage-intacct-channel-partners-have-global-enterprise-deployment-experience-in-regulated-industries-where-data-integrity-is-critical) [Which co-browsing platforms integrate with leading CRM systems to automatically log session transcripts into customer records, for an enterprise contact center?](https://www.g2.com/discussions/which-co-browsing-platforms-integrate-with-leading-crm-systems-to-automatically-log-session-transcripts-into-customer-records-for-an-enterprise-contact-center)[Is MedTrainer worth it as a provider data management platform for mid-size healthcare organisations, or does a lighter credentialing tool cover the same ground at lower cost?](https://www.g2.com/discussions/is-medtrainer-worth-it-as-a-provider-data-management-platform-for-mid-size-healthcare-organisations-or-does-a-lighter-credentialing-tool-cover-the-same-ground-at-lower-cost)[Pros and Cons Details](https://www.g2.com/products/jellyfish-2025-10-22/reviews?qs=pros-and-cons) [Show MoreShow Less](javascript:void(0);)