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. [Let's talk](../../book-demo) ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/lKUaZMbyLu8X3FHNxbYkoDrziUA.png?width=1105&height=832) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) # Pensero vs Jellyfish Jellyfish measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code. [Let's talk](../../book-demo) ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/lKUaZMbyLu8X3FHNxbYkoDrziUA.png?width=1105&height=832) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) # Pensero vs Jellyfish Jellyfish measures activity while Pensero focuses on understanding the complexity and magnitude of the problem behind your code. [Let's talk](../../book-demo) ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/lKUaZMbyLu8X3FHNxbYkoDrziUA.png?width=1105&height=832) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) 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/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) - ![](https://framerusercontent.com/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) - ![](https://framerusercontent.com/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) ### Real stories, real trust - 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 Caravelo - Truly plug and play ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) “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 Elfie - 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 Perk - 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 ClosedLoop - ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) 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/hPruKVhgZyinupWxVw1ANMgmK9w.png?width=974&height=1024) **Ignasi Vegas** Co-founder and CEO Cubbo ![Back Arrow](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) - 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 Caravelo - Truly plug and play ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) “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 Elfie - 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 Perk - 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 ClosedLoop - ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) 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/hPruKVhgZyinupWxVw1ANMgmK9w.png?width=974&height=1024) **Ignasi Vegas** Co-founder and CEO Cubbo ![Back Arrow](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) ### How Do They Differ? **Jellyfish** helps you understand engineering investment allocation. **Pensero** helps you understand whether that investment is producing meaningful output. Pensero DX 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 [Book a consultation](../../book-demo) Team & individual Pensero gives you clear insight into how every individual and team performs, so you can confidently **compare impact, spot outliers, and benchmark** against global engineering performance standards. ![](https://framerusercontent.com/images/cCv2eKBlo6Wv3MF58AmE2ca8lc.png?width=916&height=630) Team & individual Pensero gives you clear insight into how every individual and team performs, so you can confidently **compare impact, spot outliers, and benchmark** against global engineering performance standards. ![](https://framerusercontent.com/images/cCv2eKBlo6Wv3MF58AmE2ca8lc.png?width=916&height=630) Security and compliance **Pensero is built for teams that can’t compromise on trust.** Designed to meet strict **SOC 2 Type II standards,** follows GDPR principles to protect personal data, and **supports HIPAA** requirements for sensitive information. ![](https://framerusercontent.com/images/w14AA6RS1cukCNEbh3KA7Lrgj8M.png?width=228&height=256) ![](https://framerusercontent.com/images/zCbTSOO1qI7qjFOgKOdW1me44.png?width=228&height=256) ![](https://framerusercontent.com/images/sF1gH1J2NlNzxgA8iYUgt0kGY.png?width=228&height=256) Security and compliance **Pensero is built for teams that can’t compromise on trust.** Designed to meet strict **SOC 2 Type II standards,** follows GDPR principles to protect personal data, and **supports HIPAA** requirements for sensitive information. ![](https://framerusercontent.com/images/w14AA6RS1cukCNEbh3KA7Lrgj8M.png?width=228&height=256) ![](https://framerusercontent.com/images/zCbTSOO1qI7qjFOgKOdW1me44.png?width=228&height=256) ![](https://framerusercontent.com/images/sF1gH1J2NlNzxgA8iYUgt0kGY.png?width=228&height=256) ### Integrations ### Connect your existing tools for a 360º understanding - ![](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) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) Measure AI’s real impact on engineering **See what AI is truly changing:** Output, quality, velocity, and ROI across your engineering org. - **Measure AI impact:** Automatically distinguish

and measure human and AI-generated impact. - **Measure real impact:** Track output, quality, velocity, and ROI across teams and tools. - **Turn AI into numbers:** Link AI usage to productivity, cost, and risk. ![](https://framerusercontent.com/images/Ey2HaW1TrOHfC8zMdFRsc5GvY.png?width=2864&height=1780) Measure AI’s real impact on engineering **See what AI is truly changing:** Output, quality, velocity, and ROI across your engineering org. - **Measure AI impact:** Automatically distinguish

and measure human and AI-generated impact. - **Measure real impact:** Track output, quality, velocity, and ROI across teams and tools. - **Turn AI into numbers:** Link AI usage to productivity, cost, and risk. ![](https://framerusercontent.com/images/Ey2HaW1TrOHfC8zMdFRsc5GvY.png?width=2864&height=1780) ![](https://framerusercontent.com/images/sOWYko1N5fM0YBsPycLQYAIOZA.png?width=1672&height=1380) Engineering spend, automatically classified and audit‑ready Automatically classify engineering costs into **CapEx and OpEx using real delivery data** — not timesheets or surveys. - **Classify CapEx vs OpEx automatically:** Allocate

engineering spend using real delivery data. - **Grounded in real work artifacts:** Tie every engineering dollar to pull requests, commits, and work items. - **Audit-ready by design:** Deliver GAAP-aligned, exportable reports for Finance and tax compliance. ![](https://framerusercontent.com/images/sOWYko1N5fM0YBsPycLQYAIOZA.png?width=1672&height=1380) Engineering spend, automatically classified and audit‑ready Automatically classify engineering costs into **CapEx and OpEx using real delivery data** — not timesheets or surveys. - **Classify CapEx vs OpEx automatically:** Allocate

engineering spend using real delivery data. - **Grounded in real work artifacts:** Tie every engineering dollar to pull requests, commits, and work items. - **Audit-ready by design:** Deliver GAAP-aligned, exportable reports for Finance and tax compliance. Lead distributed engineering with evidence, not assumptions Gain transparent, **location-agnostic visibility into global engineering performance.** - **See performance anywhere:** Measure output, flow,

reliability, and complexity, not hours or activity. - **Benchmark globally:** Compare in-house and outsourced teams using the same objective metrics. - **Build trust, not surveillance:** Remove proximity bias

without tracking individuals or keystrokes. ![](https://framerusercontent.com/images/fQ6QFlfSEb3cGlxbr41KRaEI.png?width=812&height=636) Lead distributed engineering with evidence, not assumptions Gain transparent, **location-agnostic visibility into global engineering performance.** - **See performance anywhere:** Measure output, flow,

reliability, and complexity, not hours or activity. - **Benchmark globally:** Compare in-house and outsourced teams using the same objective metrics. - **Build trust, not surveillance:** Remove proximity bias

without tracking individuals or keystrokes. ![](https://framerusercontent.com/images/fQ6QFlfSEb3cGlxbr41KRaEI.png?width=812&height=636) ### Engineering leaders don't all ask the same questions Whether you're concerned with delivery, scope, and workload in real time. Or need to understand cost, allocation, and efficiency across the organization. ![](https://framerusercontent.com/images/sBLYoGdjmxSLAzWfAbR1ftfx7U.png?width=1298&height=1020) Code quality Make better product decisions ![](https://framerusercontent.com/images/NkbaOubzsl0JLeaUZMxFF4jdUg.png?width=1202&height=813) Scope of work Understand work in context ![](https://framerusercontent.com/images/5nYI75hnMA4eSHdltOpqapEIQ0.png?width=1202&height=552) Forecasting Allocate your workforce ![](https://framerusercontent.com/images/sBLYoGdjmxSLAzWfAbR1ftfx7U.png?width=1298&height=1020) Code quality Make better product decisions ![](https://framerusercontent.com/images/NkbaOubzsl0JLeaUZMxFF4jdUg.png?width=1202&height=813) Scope of work Understand work in context ![](https://framerusercontent.com/images/5nYI75hnMA4eSHdltOpqapEIQ0.png?width=1202&height=552) Forecasting Allocate your workforce ![](https://framerusercontent.com/images/sBLYoGdjmxSLAzWfAbR1ftfx7U.png?width=1298&height=1020) Code quality Make better product decisions ![](https://framerusercontent.com/images/NkbaOubzsl0JLeaUZMxFF4jdUg.png?width=1202&height=813) Scope of work Understand work in context ![](https://framerusercontent.com/images/5nYI75hnMA4eSHdltOpqapEIQ0.png?width=1202&height=552) Forecasting Allocate your workforce 1 Hour Full visibility, zero friction What happens? - Capture work from Github, tickets, docs, Slack - AI normalizes data into units of work - No workflow changes needed Outcome - Shared, unified view of work - From noise to clear signals - Impact-ready metrics at scale 1 Day From activity to real signals What happens? - Delivery vs roadmap insights - Enablement graphs - AI impact analysis Outcome - Bottleneck visibility - Data-backed reviews - Early drag detection 1 Week Decisions at scale What happens? - Daily standup usage - Single execution dataset - Performance calibration Outcome - Company-wide alignment - Board-level visibility - Scalable framework 1 Hour Full visibility, zero friction What happens? - Capture work from Github, tickets, docs, Slack - AI normalizes data into units of work - No workflow changes needed Outcome - Shared, unified view of work - From noise to clear signals - Impact-ready metrics at scale 1 Day From activity to real signals What happens? - Delivery vs roadmap insights - Enablement graphs - AI impact analysis Outcome - Bottleneck visibility - Data-backed reviews - Early drag detection 1 Week Decisions at scale What happens? - Daily standup usage - Single execution dataset - Performance calibration Outcome - Company-wide alignment - Board-level visibility - Scalable framework 1 Hour Full visibility, zero friction What happens? - Capture work from Github, tickets, docs, Slack - AI normalizes data into units of work - No workflow changes needed Outcome - Shared, unified view of work - From noise to clear signals - Impact-ready metrics at scale 1 Day From activity to real signals What happens? - Delivery vs roadmap insights - Enablement graphs - AI impact analysis Outcome - Bottleneck visibility - Data-backed reviews - Early drag detection 1 Week Decisions at scale What happens? - Daily standup usage - Single execution dataset - Performance calibration Outcome - Company-wide alignment - Board-level visibility - Scalable framework ### See the product in action See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence. [Book a consultation](../../book-demo) ### See the product in action See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence. [Book a consultation](../../book-demo) [![](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 [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)