Do you know if you have the best engineering team? | Pensero [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) [Let's talk](../book-demo) [Let's talk](../book-demo) [Login](/auth/login/) # Do you know if you have the best engineering team? # Do you know if you have the best engineering team? **Pensero Benchmark** **shows exactly where your org stands** against real global peers from, on real delivery, quality, and AI impact. **Pensero Benchmark** **shows exactly where your org stands** against real global peers from, on real delivery, quality, and AI impact. **Pensero Benchmark** **shows exactly where your org stands** against real global peers from, on real delivery, quality, and AI impact. [Let's talk](../book-demo) ![](https://framerusercontent.com/images/2ZxHnQI8zZTGfGrpqJnWGQEsGo.png?width=2360&height=1736) 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) THE QUESTION Every leadership team is being asked the same question: ## “Are we competitive?” But there's no answer to the only question that actually matters: ## Compared to who? I was being told by the board we were slow to ship, but I didn't have visibility into why. **Now our entire team is above the 80th percentile.** Andrew Eye CEO and Founder Before “Slow to ship”, with no data to explain why. after pensero ### 80th percentile entire team, measured against peers Opinions vs. reality ## Other benchmarks are built on opinions. Pensero is built on reality. ## Other benchmarks are built on opinions. Pensero is built on reality. oTHERS BENCHMARKS RELY ON Self-reported surveys Generic industry reports Vanity metrics ( PRs, deploys, activity) PENSERO BENCHMARKS Real production data Complexity-weighted delivery Actual engineering outcomes So when you see a percentile, it means something. Six dimensions ## Measure where you stand across 6 dimensions. ## 1 Know if AI is improving output or just inflating activity **Adoption is visible. Impact is not.** **Pensero shows:** - AI-assisted code **So you can answer:** Is AI making us better or just increasing volume? ![](https://framerusercontent.com/images/pJHewE0ukeFBLjajz9nKvcsQ24Q.png?width=2360&height=1800) ![](https://framerusercontent.com/images/pJHewE0ukeFBLjajz9nKvcsQ24Q.png?width=2360&height=1800) ## 2 Know if quality is holding or breaking **AI makes speed easier. Quality harder.** **Pensero shows:** - Defect rate - Knowledge gaps **So you can answer:** Are we getting faster or creating future problems? ![](https://framerusercontent.com/images/UGkKeR5iHA8qvf7S6U4gx4x1POo.png?width=2360&height=1800) ![](https://framerusercontent.com/images/UGkKeR5iHA8qvf7S6U4gx4x1POo.png?width=2360&height=1800) ## 3 Know if speed is real or perceived **Shipping faster is easy to claim, hard to prove.** **Pensero shows:** - Cycle time **So you can answer:** Are we actually moving faster or just shifting work around? ![](https://framerusercontent.com/images/yHoenfEgyCZ099KC6voyjwUrOM.png?width=2360&height=1800) ![](https://framerusercontent.com/images/yHoenfEgyCZ099KC6voyjwUrOM.png?width=2360&height=1800) ## 4 Know if your team is actually productive **More output doesn’t always mean more impact.** **Pensero shows:** - Delivery per headcount - Innovation rate - Capitalizable output **So you can answer**Are we truly productive or just busy? ![](https://framerusercontent.com/images/D7o81zzBwuMjNnakYvtZiwH2OI.png?width=2360&height=1800) ![](https://framerusercontent.com/images/D7o81zzBwuMjNnakYvtZiwH2OI.png?width=2360&height=1800) ## 5 Know if your engineering investment makes sense **Engineering is one of your largest costs.** **Pensero shows:** - Delivery per headcount - Capitalizable output - Defect rate **So you can answer:** Are we getting the return we should from what we spend? ![](https://framerusercontent.com/images/OMfEGvuS4UlMbZFfwZb8Ik0SdHg.png?width=2360&height=1800) ![](https://framerusercontent.com/images/OMfEGvuS4UlMbZFfwZb8Ik0SdHg.png?width=2360&height=1800) ## 6 Know if your team is structured to scale **Performance it’s systemic, not only about individuals.** **Pensero shows:** - Contribution distribution - Collaboration intensity - Review effectiveness **So you can answer:** Do we have a scalable team or hidden bottlenecks? ![](https://framerusercontent.com/images/KmRlaYSPZcXwmxqKdQ0rYU3JY.png?width=2360&height=1800) ![](https://framerusercontent.com/images/KmRlaYSPZcXwmxqKdQ0rYU3JY.png?width=2360&height=1800) ## 1 Know if AI is improving output or just inflating activity **Adoption is visible. Impact is not.** **Pensero shows:** - AI-assisted code **So you can answer:** Is AI making us better or just increasing volume? One scorecard. Full picture. ## One scorecard. The full picture. Performance isn't just output. Evaluate delivery, quality, talent and collaboration, then watch where the line is heading. You don't just see where you are You don't just see where you are 10 performance dimensions Percentile ranking (0–100) 6-month trend vs. peers You see If you're catching up Pulling ahead Or falling behind ![](https://framerusercontent.com/images/2ZxHnQI8zZTGfGrpqJnWGQEsGo.png?width=2360&height=1736) ![](https://framerusercontent.com/images/2ZxHnQI8zZTGfGrpqJnWGQEsGo.png?width=2360&height=1736) 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. What does a percentile score actually mean? How do you ensure fair comparisons across different teams and companies? Can I track improvement over time? Can I measure the impact of AI adoption? # 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) [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) [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) [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)