Code Quality Analysis for AI-Assisted Teams | Pensero [Let's talk](../book-demo) [Login](/auth/login/) [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) Code quality is the best it's ever been· Quarter to date, Apr 01 – May 15 Defect rate Exceeding 1.8% of delivery this quarter 2.6× better than global benchmark 4.7 Defect-free code Exceeding 98.2% of shipped code has zero defects 51.8% improvement vs prev. period Code coverage Exceeding 88.6% across 462 PRs · weekly avg 69.0% 19.6 pts above the weekly average Rework rate Watch 1.2% 28.6 pts rewritten this period Dec and Mar spikes now resolved Defect rate at an all-time low this quarter 1.8% (41.9 pts) of delivery had defects · global benchmark 4.7 NovDecJanFebMarAprMay Defect costBug fixingDefect cost % Rework at its lowest — 1.2% this quarter 1.2% (28.6 pts) of delivery was rewritten · weekly avg 1.7 NovDecJanFebMarAprMay ReworkRework % Delivery and quality mapped across every contributor Quality score vs. delivery output · active contributors, Apr 01 – May 15 0%25%50%75%100%0%25%50%75%100%Delivery →Quality →Quality focusedHigh performersNeeds attentionQuantity over qualityMCYGFAARIPRLJSDSMDDGPN High performersOther quadrants Ship cleaner code # Quality isn't what you ship, it's what you don't have to fix. # Quality isn't what you ship, it's what you don't have to fix. # Quality isn't what you ship, it's what you don't have to fix. [AI and agents accelerate delivery. Pensero shows you what that speed is costing you in defects, rework and review load, (traced back to whatever produced it.)](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) ## What speed is actually costing you ## What speed is actually costing you ## What speed is actually costing you Defect analysis & tracking ![](/framerusercontent/images/YAFaC8DSESbr7MA0n2G3iFyzmv4.png?width=705&height=540) ![](/framerusercontent/images/YAFaC8DSESbr7MA0n2G3iFyzmv4.png?width=705&height=540) Find the patterns behind bugs Track defects across teams, repos and services; traced back to the change that introduced them, and whether a human, an assistant or an agent made it. Defect trends by team and repository Root cause and source attribution Quality hotspots across the organization Rework measurement ![](/framerusercontent/images/7KbvA3hRpdwVv9QukB89QF53bqI.png?width=705&height=540) ![](/framerusercontent/images/7KbvA3hRpdwVv9QukB89QF53bqI.png?width=705&height=540) Measure the cost of fixing Quantify how much capacity goes to rework, reverts and maintenance instead of new value. Learn how much of your AI and agent spend produced work that had to be redone. Rework vs new development Rework and revert attribution Engineering capacity allocation PR review depth & thoroughness ![](/framerusercontent/images/Y9Se3drEwbwuFqYefAScYplbg.png?width=705&height=540) ![](/framerusercontent/images/Y9Se3drEwbwuFqYefAScYplbg.png?width=705&height=540) Review quality, not just count Surface review depth, participation, and validation patterns. Ensure quality stays high as AI-generated code increases development speed. Review depth analysis Reviewer usefulness, not just participation AI and agent code validation Collaboration networks & knowledge sharing ![](/framerusercontent/images/giqMQgGTomp5ZTY7lHR6Z1I3YG8.png?width=705&height=540) ![](/framerusercontent/images/giqMQgGTomp5ZTY7lHR6Z1I3YG8.png?width=705&height=540) Where humans and agents collide Map who reviews whose code, where knowledge flows, and whether agent-generated code gets appropriate human validation. Collaboration network visualization Knowledge-sharing patterns Human oversight of agent-generated code "Maintenance work reduced from 70% to 30% as quality and focus improved." Ignasi Vegas Co-Founder & CEO, Cubbo [Read Story](https://pensero.ai/customers/cubbo?hubspotutk=e40903bd0b8d5758186f58fdc5d69ab6&ph_distinct_id=019c72b0-8f9f-7931-8af6-7a9b8f92d864&ph_session_id=019f419d-9224-78a0-8396-3a0fc9e2f561&ph_source=framer_landing) ## Questions engineering leaders ask ## Questions engineering leaders ask ## Questions engineering leaders ask How is this different from static analysis or code-quality scanners? Can Pensero tell whether AI-generated code is being properly reviewed? Does measuring rework and review depth add process for my engineers? Why does complexity-aware measurement matter for quality? ## 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) [Talent & Benchmarking Benchmark and calibrate engineering performance fairly.](./talent-benchmarking) [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. 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