Engineering Talent Benchmarking & Calibration | Pensero [Let's talk](../book-demo) [Login](/auth/login/) [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) How does your organization compare? · Quarter to date, Apr 01 – May 14 Delivery per headcount 93th AI-assisted code 95th Innovation rate 27th Cycle time 56th Talent density 84th Defect rate 50th Collaboration 80th Roadmap alignment 17th Capitalizable 53th Knowledge gaps 73th Top 7% in delivery — and climbing 93rd Avg. weekly delivery points per active developer DecJanFebMarAprMay 95th percentile in AI adoption across the industry 95th Share of merged code that was AI-assisted DecJanFebMarAprMay Collaboration score in the top 20% globally 80th Share of delivery spent on collaboration and enablement DecJanFebMarAprMay Knowledge gaps closing fast 73rd Knowledge gap index across active engineering teams DecJanFebMarAprMay Talent & Benchmarking # Stop guessing what's performing. Start proving it. # Stop guessing what's performing. Start proving it. # Stop guessing what's performing. Start proving it. [Internal reality is what drives your decisions. Pensero puts any team, cohort, individual or agent on one measurement framework compared on real delivery, quality and cost per unit of work.](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/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) Measuring the agentic workforce at fast-growing companies around the world ![](/framerusercontent/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) ![](/framerusercontent/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) ![](/framerusercontent/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) ![](/framerusercontent/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) ![](/framerusercontent/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) ## Calibrate with data, not guesswork ## Calibrate with data, not guesswork ## Calibrate with data, not guesswork Industry benchmark comparison ![](/framerusercontent/images/wgs0SKnzOkhX52nklHR3xihNwsI.png?width=705&height=540) ![](/framerusercontent/images/wgs0SKnzOkhX52nklHR3xihNwsI.png?width=705&height=540) Benchmark against the industry Compare delivery, quality, collaboration and cost per unit of work against industry peers, using anonymised production data from real organisations. Know whether your numbers are actually good, not just trending. Industry percentile rankings Delivery and quality benchmarks AI and agent efficiency comparison Team calibration & scoring ![](/framerusercontent/images/9fw78ygHv2I5jsuhodOmaorpJe8.png?width=705&height=540) ![](/framerusercontent/images/9fw78ygHv2I5jsuhodOmaorpJe8.png?width=705&height=540) Compare teams, side by side Put any agent, cohort or team on the same measurement framework. Spot differences in execution, quality and innovation patterns instantly. Cross-agent comparison Delivery vs quality analysis Collaboration and agent adoption patterns Cohort comparison analysis ![](/framerusercontent/images/6AiM0s8rOQ9suvEmM7PZDnxmLY.png?width=705&height=540) ![](/framerusercontent/images/6AiM0s8rOQ9suvEmM7PZDnxmLY.png?width=705&height=540) One framework, every group Compare by role, level, tenure, location or agent adoption. Surface patterns that org charts and reporting lines fail to reveal. Dynamic cohort creation AI adopters vs non-adopters Organizational pattern analysis Agents **in context** ![](/framerusercontent/images/SF2QEklqsFxXvGsPsJiIkW1N7c.png?width=705&height=540) ![](/framerusercontent/images/SF2QEklqsFxXvGsPsJiIkW1N7c.png?width=705&height=540) See every person in context Compare agentic and human assisted delivery— adjusted for meeting load, out-of-office and peer context, so people who mentor and unblock aren't penalised for it. Peer group benchmarking Custom group comparisons Percentile progress "Pensero is why you want to work here." Andrew Eye CEO & Founder, ClosedLoop [Read Story](../book-demo) ## Questions teams ask ## Questions teams ask ## Questions teams ask Can I compare more than just teams? How is this different from standard engineering metrics tools? How do you account for teams working on different complexity levels? Can I measure the impact of AI adoption? Is Pensero only for engineering managers? ## More on Pensero's platform ## More on Pensero's platform ## More on Pensero's platform [Agentic ROI Measure the return on agentic AI spend.](./agentic-roi) [Agentic ROI Measure the return on agentic AI spend.](./agentic-roi) [AI Deployment Understand the true impact of AI on engineering performance.](./ai-deployment) [Delivery Intelligence See how work actually moves across teams and tools.](./delivery-intelligence) [Delivery Intelligence See how work actually moves across teams and tools.](./delivery-intelligence) [Code Quality Track maintainability, defects, and rework over time.](./code-quality) [Code Quality Track maintainability, defects, and rework over time.](./code-quality) [Financial Reporting Turn engineering activity into R&D and capitalization reporting.](./capex-analysis) See the product in action See the product in action See the product in action ## Turn raw engineering activity into actionable insight ## Turn raw engineering activity into actionable insight Know what's working, fix what's not, and make better decisions with confidence. Know what's working, fix what's not, and make better decisions with confidence. [Let's talk](../book-demo) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](./agentic-roi) [AI Deployment](./ai-deployment) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/roles-cto) Company [Careers](../careers) [Blog](../blog) legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) connect [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](./agentic-roi) [AI Deployment](./ai-deployment) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/roles-cto) Company [Careers](../careers) [Blog](../blog) legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) connect [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](./agentic-roi) [AI Deployment](./ai-deployment) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/roles-cto) Company [Careers](../careers) [Blog](../blog) legal [Privacy policy](../privacy-policy) [Cookie policy](../cookie-policy) [Terms of service](../terms) [DPA](../dpa) [Security](https://pensero.trust.site/?ph_distinct_id=undefined&ph_session_id=undefined&ph_source=framer_landing) connect [LinkedIn](https://www.linkedin.com/company/penseroai/) [Support](../support) ![](/framerusercontent/images/iXlw4NDLGJLJbTHbLklPOeLqP5o.svg?width=102&height=20)