One layer above every other tool [Let's talk](../book-demo) [Login](/auth/login/) [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) ![](https://framerusercontent.com/images/YGG3mQLe7axAoxrIwvspUSHg.png?width=3162&height=1789) COMPETITORS # One layer above every other tool. [Flow tools show how fast work moves. Sentiment tools show how developers feel. Pensero measures the complexity and value of what was actually delivered, the decision-grade layer none of them reach.](https://pensero.ai/?hubspotutk=c1f0028b99e7118bf1afb216a605208e&ph_distinct_id=019e8d19-544b-79b6-a444-7bdd504210fa&ph_session_id=019e9203-9740-7404-abba-85717098b081&ph_source=framer_landing#pr1) [Let's talk](../book-demo) ![](https://framerusercontent.com/images/YGG3mQLe7axAoxrIwvspUSHg.png?width=3162&height=1789) COMPETITORS # One layer above every other tool. [Flow tools show how fast work moves. Sentiment tools show how developers feel. Pensero measures the complexity and value of what was actually delivered, the decision-grade layer none of them reach.](https://pensero.ai/?hubspotutk=c1f0028b99e7118bf1afb216a605208e&ph_distinct_id=019e8d19-544b-79b6-a444-7bdd504210fa&ph_session_id=019e9203-9740-7404-abba-85717098b081&ph_source=framer_landing#pr1) [Let's talk](../book-demo) Trusted by fast-growing companies around the world ![](https://framerusercontent.com/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](https://framerusercontent.com/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](https://framerusercontent.com/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](https://framerusercontent.com/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) Trusted by fast-growing companies around the world ![](https://framerusercontent.com/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](https://framerusercontent.com/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](https://framerusercontent.com/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](https://framerusercontent.com/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) How do they differ? DX Swarmia Haystack Span Jellyfish Waydev LinearB Faros AI Sleuth Pensero Jellyfish Engineering measurement Measures actual delivery output Limited Complexity-weights engineering work Tracks engineering investment allocation Limited Measures non-code engineering contribution Captures real AI contribution Limited Leadership visibility Team-level productivity visibility Individual performance visibility Talent density benchmarking Resource planning visibility Limited Board-ready performance reporting AI measurement Measures AI-generated code Limited Measures AI delivery value Tracks AI quality/rework impact Limited Measures agent performance Limited [Let's talk](../book-demo) ## Built for different questions Jellyfish helps you understand engineering investment allocation. Pensero helps you understand whether that investment is producing meaningful output. What is the main difference between Pensero and Jellyfish? Can Pensero show actual delivery value, not just investment allocation? Does Pensero include board-ready performance reporting? How does Pensero handle AI measurement compared with Jellyfish? Can Pensero measure non-code engineering contribution? When should a team choose Pensero over Jellyfish? How do they differ? Pensero Jellyfish Engineering measurement Measures actual delivery output Limited Complexity-weights engineering work Tracks engineering investment allocation Limited Measures non-code engineering contribution Captures real AI contribution Limited Leadership visibility Team-level productivity visibility Individual performance visibility Talent density benchmarking Resource planning visibility Limited Board-ready performance reporting AI measurement Measures AI-generated code Limited Measures AI delivery value Tracks AI quality/rework impact Limited Measures agent performance Limited [Let's talk](../book-demo) ## Built for different questions Jellyfish helps you understand engineering investment allocation. Pensero helps you understand whether that investment is producing meaningful output. What is the main difference between Pensero and Jellyfish? Can Pensero show actual delivery value, not just investment allocation? Does Pensero include board-ready performance reporting? How does Pensero handle AI measurement compared with Jellyfish? Can Pensero measure non-code engineering contribution? When should a team choose Pensero over Jellyfish? DX Swarmia Haystack Span Jellyfish Waydev LinearB Faros AI Sleuth Don’t just take our word for it - Focused team execution “15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights. Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.” ![](https://framerusercontent.com/images/t6co4bbzSSm6XaWQ0xkBojfLeg.png?width=979&height=1024) Ignasi Vegas Co-founder and CEO ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - Proof over guessing "I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster. Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here." ![](https://framerusercontent.com/images/AHs6IWTn5abIu7zRoWaylyPoesQ.jpg?width=1200&height=800) Andrew Eye CEO and Founder - Enable 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 - Truly plug 'n 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-François Legourd Co-founder ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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) Jose-Luis Vilar Co-Founder and CPTO ![Back Arrow](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - Focused team execution “15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights. Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.” ![](https://framerusercontent.com/images/t6co4bbzSSm6XaWQ0xkBojfLeg.png?width=979&height=1024) Ignasi Vegas Co-founder and CEO ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - Proof over guessing "I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster. Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here." ![](https://framerusercontent.com/images/AHs6IWTn5abIu7zRoWaylyPoesQ.jpg?width=1200&height=800) Andrew Eye CEO and Founder - Enable 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 - Truly plug 'n 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-François Legourd Co-founder ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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) Jose-Luis Vilar Co-Founder and CPTO ![Back Arrow](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - Focused team execution “15 engineers. $50M a year. We didn’t know exactly how our work was different from where we wanted to go. In one view, we can show engineers everything they did… and they learn a lot of insights. Now we went from 70% to 30% maintenance… it’s where we want it to be. It’s like the lighthouse of our engineering team.” ![](https://framerusercontent.com/images/t6co4bbzSSm6XaWQ0xkBojfLeg.png?width=979&height=1024) Ignasi Vegas Co-founder and CEO ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - Proof over guessing "I was being told we were slow to ship, but I didn't have any visibility as to why that was. Pensero is story points after the fact — we go 4x faster. Engineers love it because they get to brag: they can say they're in the top 5 percent globally, based on an independent third party. Pensero is why you want to work here." ![](https://framerusercontent.com/images/AHs6IWTn5abIu7zRoWaylyPoesQ.jpg?width=1200&height=800) Andrew Eye CEO and Founder - Enable 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 - Truly plug 'n 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-François Legourd Co-founder ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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) Jose-Luis Vilar Co-Founder and CPTO ![Back Arrow](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) Pensero integrations ## Go beyond code: understanding performance requires a 360° assessment Your entire delivery stack, translated into comparable signals. ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) [Explore all integrations](./integrations) # Get months of engineering performance data now # Get months of engineering performance data now # Get months of engineering performance data now Stop deciding on gut feel. Get 90 days of objective data in minutes. [Let's talk](../book-demo) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 [Careers](../careers) [Blog](../blog) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) ![](https://framerusercontent.com/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 [Careers](../careers) [Blog](../blog) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) ![](https://framerusercontent.com/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](https://framerusercontent.com/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 [Careers](../careers) [Blog](../blog) [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) ![](https://framerusercontent.com/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20)