Pensero vs Span: Span alternative to measure AI value [Book a demo](../book-demo) [Login](/auth/login/) [Book a demo](../book-demo) [Book a demo](../book-demo) [Login](/auth/login/) ![](/framerusercontent/images/YGG3mQLe7axAoxrIwvspUSHg.png?width=3162&height=1789) COMPETITORS # A Span alternative that measures all delivered work, not only AI sessions [Span connects AI usage and agent traces with engineering outcomes. Pensero measures every unit of delivered work on one scale, whoever or whatever did it, and recommends what to scale, change or delegate next.](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) ![](/framerusercontent/images/YGG3mQLe7axAoxrIwvspUSHg.png?width=3162&height=1789) COMPETITORS # A Span alternative that measures all delivered work, not only AI sessions [Span connects AI usage and agent traces with engineering outcomes. Pensero measures every unit of delivered work on one scale, whoever or whatever did it, and recommends what to scale, change or delegate next.](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) Measuring the agentic workforce at fast-growing companies around the world ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/YWADDvxsYn0tU7GxPeIQdrsWrOk.png?width=2481&height=891) ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) Measuring the agentic workforce at fast-growing companies around the world ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/YWADDvxsYn0tU7GxPeIQdrsWrOk.png?width=2481&height=891) ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) How do they differ? DX Swarmia Span Jellyfish Waydev LinearB Faros AI Larridin Weave Exceeds AI GitHub Copilot Pensero Span AI adoption and usage tracking Span traces AI sessions; Pensero measures all delivered work AI spend and token cost tracking Span tracks token spend; Pensero shows cost per delivered point Delivered output weighted for size and complexity Humans, AI-assisted engineers and agents on one scale Cost per unit of delivered work Cross-company benchmarks Recommendations on what to do next Span flags effective AI work; Pensero recommends the next level move Level on the five levels, measured from delivery data Forward-deployed engineers and transformation programme [Let's talk](../book-demo) ## Span and Pensero answer different questions. **Span** traces AI sessions and tokens to code. **Pensero** measures all delivered work on one scale, human or agent, and recommends what to do next. What is the difference between Pensero and Span? Does Pensero track AI-generated code? Can Pensero compare agents with human engineers? Does Pensero help with R&D capitalization? Does Pensero benchmark against other companies? Is Pensero only for engineering managers? DX Swarmia Span Jellyfish Waydev LinearB Faros AI Larridin Weave Exceeds AI GitHub Copilot Pensero Span AI adoption and usage tracking Span traces AI sessions; Pensero measures all delivered work AI spend and token cost tracking Span tracks token spend; Pensero shows cost per delivered point Delivered output weighted for size and complexity Humans, AI-assisted engineers and agents on one scale Cost per unit of delivered work Cross-company benchmarks Recommendations on what to do next Span flags effective AI work; Pensero recommends the next level move Level on the five levels, measured from delivery data Forward-deployed engineers and transformation programme [Let's talk](../book-demo) ## Span and Pensero answer different questions. **Span** traces AI sessions and tokens to code. **Pensero** measures all delivered work on one scale, human or agent, and recommends what to do next. What is the difference between Pensero and Span? Does Pensero track AI-generated code? Can Pensero compare agents with human engineers? Does Pensero help with R&D capitalization? Does Pensero benchmark against other companies? Is Pensero only for engineering managers? How do they differ? Don’t just take our word for it - 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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/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.” ![](/framerusercontent/images/j72ouL9QISFImh1Q3l509Vcos.png?width=100&height=100) Jose-Luis Vilar Co-Founder and CPTO - 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.” ![](/framerusercontent/images/0nt2IfGuKHmoPpyy9U8GGWYeDu4.png?width=100&height=100) Jean-François Legourd Co-founder ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - 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.“ ![](/framerusercontent/images/j0UnYOb9QwuJbzCDLjNGrCcns.png?width=100&height=100) Natxo Treig Sr. Engineering Manager - 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.” ![](/framerusercontent/images/UrBdU5BpuE6BAHI34cXsBu9Fp9k.webp?width=111&height=122) Ignasi Vegas Co-founder and CEO ![](/framerusercontent/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." ![](/framerusercontent/images/0LhIHF3ESYD2sBmSP2jCPqatc.webp?width=300&height=200) Andrew Eye CEO and Founder ![Back Arrow](/framerusercontent/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg?arrow=left)![Next Arrow](/framerusercontent/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg?arrow=right) Pensero integrations ## Every human, AI tool and agent on one scale Your repositories, tickets, chat and AI tools, from Copilot, Cursor and Claude Code to Devin, Factory and OpenHands, on one scale. No new workflow, no surveys. ![](/framerusercontent/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) ![](/framerusercontent/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) ![](/framerusercontent/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) ![](/framerusercontent/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) ![](/framerusercontent/images/z20qqiSV5xTSfJeTvJ84s0vP10M.png?width=3807&height=1012) ![](/framerusercontent/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) ![](/framerusercontent/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) ![](/framerusercontent/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) ![](/framerusercontent/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) ![](/framerusercontent/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) ![](/framerusercontent/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) ![](/framerusercontent/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) [Explore all integrations](../landing/integrations-tools) ## See what your AI investment is delivering, and what to do next Get a baseline across humans, AI-assisted engineers and agents, using your own data. [Let's talk](../book-demo) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](../platform/agentic-roi) [AI Deployment](../platform/ai-intelligence) [Delivery Intelligence](../platform/delivery-intelligence) new use cases [CEOs](./roles-ceo) [CTOs](./roles-cto) Company [Careers](../careers) [Blog](../blog) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) OFFICES [Barcelona](https://maps.app.goo.gl/6pfxKiKFNKzLPPnB6) [Madrid](https://maps.app.goo.gl/jEpYBUR4E6AqZs4R6) [New York](https://maps.app.goo.gl/szk58Jf2MBq14MgAA) San Francisco SOON legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_source=framer_landing) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](../platform/agentic-roi) [AI Deployment](../platform/ai-intelligence) [Delivery Intelligence](../platform/delivery-intelligence) new use cases [CEOs](./roles-ceo) [CTOs](./roles-cto) Company [Careers](../careers) [Blog](../blog) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) OFFICES [Barcelona](https://maps.app.goo.gl/6pfxKiKFNKzLPPnB6) [Madrid](https://maps.app.goo.gl/jEpYBUR4E6AqZs4R6) [New York](https://maps.app.goo.gl/szk58Jf2MBq14MgAA) San Francisco SOON legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_source=framer_landing) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](../platform/agentic-roi) [AI Deployment](../platform/ai-intelligence) [Delivery Intelligence](../platform/delivery-intelligence) new use cases [CEOs](./roles-ceo) [CTOs](./roles-cto) Company [Careers](../careers) [Blog](../blog) [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) OFFICES [Barcelona](https://maps.app.goo.gl/6pfxKiKFNKzLPPnB6) [Madrid](https://maps.app.goo.gl/jEpYBUR4E6AqZs4R6) [New York](https://maps.app.goo.gl/szk58Jf2MBq14MgAA) San Francisco SOON legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_source=framer_landing) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20)