Engineering Talent Benchmarking & Calibration | Pensero [Book a demo](../book-demo) [Login](/auth/login/) [Book a demo](../book-demo) [Book a demo](../book-demo) [Login](/auth/login/) ![Pensero Talent and Benchmarking dashboard](/framerusercontent/images/OAT09evV8bwaHhTL2AvzrVLqxw.webp?width=3132&height=2100) 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 trends only tell you whether you're moving. They don't tell you whether you're behind. Pensero puts any team, cohort or agent on one measurement framework and compares delivery, quality and cost per unit of work against real production data from other organisations. [Book a demo](../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) ## 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. Same metrics, same scale, no separate ruler for agents that makes the comparison meaningless. 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 AI-assisted delivery against human delivery, adjusted for meeting load, out-of-office and peer context, so the 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-intelligence) [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 ## See where you sit, not just where you've been ## See where you sit, not just where you've been Your teams and your agents against the market, on the same metrics Know what's working, fix what's not, and make better decisions with confidence. [Book a demo](../book-demo) [![](/framerusercontent/images/1v1teeWpH0SzUYk5hDKcYFScErY.png?width=180&height=180)](../) © 2026 Platform [Agentic ROI](./agentic-roi) [AI Deployment](./ai-intelligence) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/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](./agentic-roi) [AI Deployment](./ai-intelligence) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/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](./agentic-roi) [AI Deployment](./ai-intelligence) [Delivery Intelligence](./delivery-intelligence) new use cases [CEOs](../use-cases/roles-ceo) [CTOs](../use-cases/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)