Pensero vs. Jellyfish [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) [Let's talk](../book-demo) [Let's talk](../book-demo) [Login](/auth/login/) # Pensero vs Jellyfish Jellyfish measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code. [Book Demo](../book-demo) # Pensero vs Jellyfish Jellyfish measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code. [Book Demo](../book-demo) # Pensero vs Jellyfish Jellyfish measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code. [Book Demo](../book-demo) Companies that trust Pensero - ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - ![](https://framerusercontent.com/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) - ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - ![](https://framerusercontent.com/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) - ![](https://framerusercontent.com/images/PyVQgRkIqilERRNYrdCrJ2Owh4.png?width=1511&height=415) - ![](https://framerusercontent.com/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) - ![](https://framerusercontent.com/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) ### How do they differ? Built for different questions Shape your product ideas. Ideate and specify what to build next. Work on proposals and discuss specs in collaborative project documents. [Read More](https://pensero.ai/#solution) ![](https://framerusercontent.com/images/y6gQun7dzjwXKI91YIELa4iPkQ.png?width=1806&height=1115) ### How do they differ? Built for different questions Shape your product ideas. Ideate and specify what to build next. Work on proposals and discuss specs in collaborative project documents. [Read More](https://pensero.ai/#solution) ![](https://framerusercontent.com/images/y6gQun7dzjwXKI91YIELa4iPkQ.png?width=1806&height=1115) ### How do they differ? Built for different questions Shape your product ideas. Ideate and specify what to build next. Work on proposals and discuss specs in collaborative project documents. [Read More](https://pensero.ai/#solution) ![](https://framerusercontent.com/images/y6gQun7dzjwXKI91YIELa4iPkQ.png?width=1806&height=1115) How does Pensero differ from Jellyfish? How does Pensero differ from Jellyfish? How does Pensero differ from Jellyfish? ###### AI Understanding & Context Understands what your code means with deep semantics Limited Understands the problem behind the code Measure magnitude and complexity of the proposed solutions Links related work items automatically Limited Monitors AI adoption & code co-pilot usage Attributes a proprietary score to facilitate comparison ###### Engineering Productivity & Quality DORA metrics support Correlate code speed with bug creation Developer sentiment tracking ###### Strategic Insight & ROI Executive dashboards & summaries Custom attributes Limited ROI modeling for engineering investment Predictive insights & bottleneck forecasting ###### Team & Individual Insight Measure efficiency of external contributors Basic Rank individuals Limited Rank teams Benchmark against global performance scores ###### Security and Compliance SOC 2 type II GDPR HIPPA ###### Onboarding Time to Connect Only 15 minutes Weeks or months Self-service onboarding - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) ###### Integrations Github Gitlab Bitbucket Linear Jira Notion Confluence Limited Cursor Github Copilot Claude Code Slack Microsoft teams SAML Calendar Historical data ingestion & analysis See how Pensero can help you [Book Demo](../book-demo) See how Pensero can help you [Book Demo](../book-demo) Engineering leaders don’t all ask the same questions. Engineering leaders don’t all ask the same questions. Engineering leaders don’t all ask the same questions. ![](https://framerusercontent.com/images/U7my71q0lDdLhuZHMMkb9MN4.png?width=1298&height=1020) Code Quality Make better products ![](https://framerusercontent.com/images/qpg35iJ9o24l3Jtjkr4VMTzDI4.png?width=760&height=514) Scope of Work Understand work in context ![](https://framerusercontent.com/images/5RkLW8PS4zfYnRGR0cZ8e1ehkl4.png?width=1120&height=618) Forecasting Allocate your Workforce ![](https://framerusercontent.com/images/U7my71q0lDdLhuZHMMkb9MN4.png?width=1298&height=1020) Code Quality Make better products ![](https://framerusercontent.com/images/qpg35iJ9o24l3Jtjkr4VMTzDI4.png?width=760&height=514) Scope of Work Understand work in context ![](https://framerusercontent.com/images/5RkLW8PS4zfYnRGR0cZ8e1ehkl4.png?width=1120&height=618) Forecasting Allocate your Workforce ![](https://framerusercontent.com/images/U7my71q0lDdLhuZHMMkb9MN4.png?width=1298&height=1020) Code Quality Make better products ![](https://framerusercontent.com/images/qpg35iJ9o24l3Jtjkr4VMTzDI4.png?width=760&height=514) Scope of Work Understand work in context ![](https://framerusercontent.com/images/5RkLW8PS4zfYnRGR0cZ8e1ehkl4.png?width=1120&height=618) Forecasting Allocate your Workforce Whether you're concerned with delivery, scope, and workload in real time. Or need to understand cost, allocation, and efficiency across the organization. Whether you're concerned with delivery, scope, and workload in real time. Or need to understand cost, allocation, and efficiency across the organization. Whether you're concerned with delivery, scope, and workload in real time. Or need to understand cost, allocation, and efficiency across the organization. ### Real stories, real trust. Don’t just take our word for it, hear it from our customers. - Effortless observability “Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.” ![](https://framerusercontent.com/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Person Co-Founder and CPTO ![](https://framerusercontent.com/images/4vbjHFjTpTclpI4X6xFxJecYaW8.svg?width=106&height=20) - Truly plug and play “Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team. Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.” ![](https://framerusercontent.com/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-Francois Legourd Co-Founder ![](https://framerusercontent.com/images/Z8PT6P7aUXEkPzulRIookmGg1WU.svg?width=40&height=24) - Enables team growth “Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams. As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“ ![](https://framerusercontent.com/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager ![](https://framerusercontent.com/images/WhOzUQNEysD3Ub6Em6Y3ZSyMnCY.svg?width=67&height=35) ### Real stories, real trust. Don’t just take our word for it, hear it from our customers. - Effortless observability “Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.” ![](https://framerusercontent.com/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Person Co-Founder and CPTO ![](https://framerusercontent.com/images/4vbjHFjTpTclpI4X6xFxJecYaW8.svg?width=106&height=20) - Truly plug and play “Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team. Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.” ![](https://framerusercontent.com/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-Francois Legourd Co-Founder ![](https://framerusercontent.com/images/Z8PT6P7aUXEkPzulRIookmGg1WU.svg?width=40&height=24) - Enables team growth “Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams. As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“ ![](https://framerusercontent.com/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager ![](https://framerusercontent.com/images/WhOzUQNEysD3Ub6Em6Y3ZSyMnCY.svg?width=67&height=35) ### Real stories, real trust. Don’t just take our word for it, hear it from our customers. - Effortless observability “Pensero gives me daily peace of mind. I know exactly what the team is working on. The built-in reporting & analytics make team observability effortless, and the leaderboards give us the clarity we need for performance reviews and promotions decisions.” ![](https://framerusercontent.com/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Person Co-Founder and CPTO ![](https://framerusercontent.com/images/4vbjHFjTpTclpI4X6xFxJecYaW8.svg?width=106&height=20) - Truly plug and play “Pensero gives me a clear, non-engineer’s view of team productivity. It helps me spot champions who adopt new tools fastest and turn their practices into inspiration for the rest of the team. Rather than being a policing tool, it provides a data-driven foundation for bragging rights, better conversations, and benchmarking against peers worldwide. And the best part: it was truly plug-and-play — we were live in just one day.” ![](https://framerusercontent.com/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-Francois Legourd Co-Founder ![](https://framerusercontent.com/images/Z8PT6P7aUXEkPzulRIookmGg1WU.svg?width=40&height=24) - Enables team growth “Pensero offers a modern approach to performance management by providing real-time, actionable insights and continuous improvement. Its features are designed to enhance clarity, accountability, and productivity within teams. As a manager that helped me have honest and actionable feedback with my teams enabling them for growth.“ ![](https://framerusercontent.com/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager ![](https://framerusercontent.com/images/WhOzUQNEysD3Ub6Em6Y3ZSyMnCY.svg?width=67&height=35) ![](https://framerusercontent.com/images/ztkIBKyM9wJ26OvQ6Z9kQoA3Mo.svg?width=1000&height=1051) [![](https://framerusercontent.com/images/z03A3BTgz0Jcy4NepoQCdWdYL7Q.svg?width=125&height=125)](https://productsthatcount.org/the-product-awards/) Pensero awarded 2025 Q4 Product Award by Products That Count [Learn more](https://productsthatcount.org/the-product-awards-2025-q4/) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180) © 2026](./home) [![](https://framerusercontent.com/images/aoRkb51uolYHhLtv95v8ZKZdQTM.png?width=570&height=182)](https://pensero.trust.site/) [Careers](../careers) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Blog](../blog) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180) © 2026](./home) [![](https://framerusercontent.com/images/aoRkb51uolYHhLtv95v8ZKZdQTM.png?width=570&height=182)](https://pensero.trust.site/) [Careers](../careers) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Blog](../blog) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180) © 2026](./home) [![](https://framerusercontent.com/images/aoRkb51uolYHhLtv95v8ZKZdQTM.png?width=570&height=182)](https://pensero.trust.site/) [Careers](../careers) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Blog](../blog) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms)