Measure AI’s real impact on engineering [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) [Let's talk](../book-demo) [Let's talk](../book-demo) [Login](/auth/login/) # AI is increasing output, not necessarily performance. # AI is increasing output, not necessarily performance. Pensero turns AI activity into measurable impact by connecting cost to delivery, quality and efficiency, so leaders can make confident decisions. Pensero turns AI activity into measurable impact by connecting cost to delivery, quality and efficiency, so leaders can make confident decisions. No surveys No surveillance From work you already do [Let's talk](../book-demo) No surveys No surveillance From work you already do ![](https://framerusercontent.com/images/iZraZeWUAh48CvUrtr1Cp2y7eWU.png?width=2960&height=2240) Example reading. One customer workspace, last 90 days. AI assisted ### 39% of merged code 8pp adoption delivery lift ### 1.2x more output shipped 22% quality tax ### 45.1% of PRs reworked 13.2pp efficiency ### 7,891 tokens per point 34% worse extra ai cost ### $350K projected this year 4.6x 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) why pensero is different why pensero is different ## Is AI making your business better in a way you can prove? ## Is AI making your business better in a way you can prove? Activity · what most teams measure Visibility into usage, not impact. - Self-reported surveys - Generic industry reports - Vanity metrics ( PRs, deploys, activity) Counts effort. Says nothing about whether it paid off. Performance · what Pensero measures A clear, objective view of ROI. Real production data Complexity-weighted delivery Actual engineering outcomes Ties cost to delivery, quality and efficiency. The questions leaders actually ask. THE PRODUCT ## How Pensero measures AI impact 01 ADOPTION See how much AI your team really uses Adoption is more than seat counts. Pensero measures how much merged code is AI assisted and how many developers genuinely rely on AI tools. we measure - Share of merged code that is AI assisted - Active developers using AI tools - Adoption trend, month over month - Your numbers against global benchmarks No surveys. Adoption is read directly from the work, then compared to real peers. ![](https://framerusercontent.com/images/tkHUJuS8sli5foyjf6wtKlENcRY.png?width=2360&height=1520) ![](https://framerusercontent.com/images/gBWrmQoLEyafWa5Fjq7nPsT5is.png?width=2360&height=1520) ![](https://framerusercontent.com/images/0ZCkDrcqPbF5iaTpxv8XBwzdMU.png?width=2360&height=1520) ![](https://framerusercontent.com/images/4J2bjd9pG8OMdej1AAC23fU4GHM.png?width=2360&height=1520) ![](https://framerusercontent.com/images/LNB3aUulvJ9IhyedLGEMHqfsUe4.png?width=2360&height=1600) ![](https://framerusercontent.com/images/tkHUJuS8sli5foyjf6wtKlENcRY.png?width=2360&height=1520) ![](https://framerusercontent.com/images/tkHUJuS8sli5foyjf6wtKlENcRY.png?width=2360&height=1520) ![](https://framerusercontent.com/images/gBWrmQoLEyafWa5Fjq7nPsT5is.png?width=2360&height=1520) ![](https://framerusercontent.com/images/gBWrmQoLEyafWa5Fjq7nPsT5is.png?width=2360&height=1520) Tokens per point fuel economy for AI Like litres per 100 km: the more tokens it burns to ship one delivery point, the worse the mileage. Right now it is climbing. 03 Efficiency & cost Cost is tied to delivery, so you can see efficiency degrade before the bill does. - Tokens per delivery point, over time - Daily AI spend, one square per day - Projected annual extra cost - Spend mapped to output, not raw usage we track ![](https://framerusercontent.com/images/0ZCkDrcqPbF5iaTpxv8XBwzdMU.png?width=2360&height=1520) ![](https://framerusercontent.com/images/0ZCkDrcqPbF5iaTpxv8XBwzdMU.png?width=2360&height=1520) Spot your high-leverage developers Tokens per delivery point, mapped across your team. See who turns AI into output and who needs coaching. 04 Who's getting value Distributions are framed for coaching and enablement, not ranking individuals against each other. - Efficiency distribution across developers - High-leverage developers, by name - Coaching opportunities, made visible - Delivery × efficiency, in four quadrants we surface ![](https://framerusercontent.com/images/4J2bjd9pG8OMdej1AAC23fU4GHM.png?width=2360&height=1520) ![](https://framerusercontent.com/images/4J2bjd9pG8OMdej1AAC23fU4GHM.png?width=2360&height=1520) Know which tools and models drive delivery Pensero maps every assistant and model in your stack to the delivery it actually produces, so tool decisions are grounded in impact. 05 Usage breakdown Renegotiate, consolidate, or double down, with evidence instead of vendor decks. - Tool mix over time, by share of AI delivery - Model mix across every assistant - Where adoption is concentrating - Trends as your stack evolves we break down ![](https://framerusercontent.com/images/LNB3aUulvJ9IhyedLGEMHqfsUe4.png?width=2360&height=1600) ![](https://framerusercontent.com/images/LNB3aUulvJ9IhyedLGEMHqfsUe4.png?width=2360&height=1600) Connect AI usage to what you ship More output is not the same as better output. Pensero shows whether AI is lifting delivery, and what it costs you in rework. - PR delivery trend as adoption rises - Delivery lift, isolated from headcount - Quality tax: the share of PRs reworked - Out-of-office adjusted, so trends are real 02 Impact on delivery & quality The same view that shows a 1.2× lift also surfaces the rework it created. we connect why pensero ## Built for teams that can't compromise on trust Built on real engineering work Signals from code, tickets and planning tools, translated into execution insight, not self-reported activity. Pensero — Signal flow (600×200) Unpacking... Designed for scaled SaaS Created by former CTOs who have built and scaled complex software organizations through real growth. Aligned across functions A shared execution language for engineering, finance and leadership, grounded in global talent benchmarks. AT A GLANCE ## Proven at scale ### Billions ### Billions ### Billions of datapoints processed ### 5k+ ### 5k+ developers on the platform ### 15′ ### 15′ onboarding to first value ### 30% ### 30% increase in performance Trust and compliance, by design 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) 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) How it works ## Get started in minutes. See insights in hours. Connect your stack. See months of history from day one. 1 hour Connect & Structure Integrates repositories, tickets and messages automatically so AI can break work into measurable units, giving your team a unified, transparent view of everything delivered. 1 day Analyze & Detect Surface delivery vs roadmap gaps, AI contribution patterns, and execution insights so bottlenecks and early performance drag become visible through evidence-based reviews. 1 week Report & Decide Establish a single source of execution truth with team-level and AI vs human performance comparisons, enabling board-ready reporting and confident, scalable capital decisions. # 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/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)