Enterprise | Pensero [Let's talk](../book-demo) [Login](/auth/login/) [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) User adoption 92% 236 of 257 engineers 12 devs this quarter AI cost $4,425 extra spend, quarter to date 25% from last quarter Token efficiency 4.2k tokens per delivery point Defect rate 1.8% of total delivery 10.6pp improvement Token efficiency improving every week ↓ 4,218 tokens / pt today vs 10k+ in Nov NovDecJanFebMarAprMay Tokens per delivery point AI spend stays lean as adoption scales $4,425 total · $101.71 per engineer NovDecJanFebMarAprMay Weekly AI usage cost AI-assisted PRs now drive 82% of delivery 1,859 pts shipped with AI this quarter NovDecJanFebMarAprMay PR deliveryOOO lossAI-assisted trend Defects shrinking as AI usage rises From 12.4% → 1.8% defect rate since Nov NovDecJanFebMarAprMay Defect costBug fixingAI adoption AI ADOPTION # Understand the true AI impact. [AI is changing how software gets built. Pensero shows you whether it's actually improving engineering performance.](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) 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) ## Know what AI is actually doing Adoption & usage tracking ![](https://framerusercontent.com/images/FBslAJWiusRNhYMWb2tBL2tE2k.png?width=711&height=540) ![](https://framerusercontent.com/images/FBslAJWiusRNhYMWb2tBL2tE2k.png?width=711&height=540) Track AI adoption, everywhere Teams, repos, workflows, individuals. See who's using AI, how adoption is spreading, and where it's stalling across your organization. AI adoption across teams Usage trends over time AI tool comparison Efficiency metrics ![](https://framerusercontent.com/images/6eByKoryBNHuOjZxvKRLSvR11sg.png?width=711&height=540) ![](https://framerusercontent.com/images/6eByKoryBNHuOjZxvKRLSvR11sg.png?width=711&height=540) Cost per delivery, measured Tokens per delivery point, cost per team, ROI per feature. Connect AI spend to engineering outcomes as adoption scales. Tokens per point Cost per delivery Efficiency benchmarking Productivity impact measurement ![](https://framerusercontent.com/images/xGYR2vSIqt94Z7T2GGjdaOc71I.png?width=711&height=540) ![](https://framerusercontent.com/images/xGYR2vSIqt94Z7T2GGjdaOc71I.png?width=711&height=540) Separate signal from noise Connect AI usage to delivery speed, throughput, and execution. See where AI actually moves the needle, not just where it's active. Delivery before and after AI Productivity improvement analysis AI contribution to engineering output Quality analysis ![](https://framerusercontent.com/images/YwhdYmLZxrrRcUzGUPBL370fWOs.png?width=711&height=540) ![](https://framerusercontent.com/images/YwhdYmLZxrrRcUzGUPBL370fWOs.png?width=711&height=540) Faster doesn't mean fragile Compare AI-assisted and human-written code across defects, maintainability, and rework. Prove that speed isn't costing you quality. AI vs human quality comparison Defect and rework analysis Quality trends over time "I can see the impact that AI is having on productivity… how much it influences the code that we're producing." Jordi Miro CTO, Zynap [Read Story](https://pensero.ai/customers/zynap?hubspotutk=e40903bd0b8d5758186f58fdc5d69ab6&ph_distinct_id=019c72b0-8f9f-7931-8af6-7a9b8f92d864&ph_session_id=019f419d-9224-78a0-8396-3a0fc9e2f561&ph_source=framer_landing) "I'll pay for every AI tool you want. What I ask in return is: show me how you're going faster." Andrew Eye CEO & Founder, ClosedLoop [Read Story](https://pensero.ai/customers/closedloop?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 Does Pensero measure AI impact or just AI usage? How is this different from per-tool AI adoption dashboards? How does Pensero separate AI's contribution from normal team improvement? How quickly can we start seeing useful data? ## More on Pensero's platform ## More on Pensero's platform [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) [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 # Turn raw engineering activity into actionable insight # 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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