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 Transformation # 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) ## Understand how AI is being adopted ## Built with enterprise security and compliance at its core Monitor AI adoption across teams, individuals, repositories, and workflows. See who's using AI, how adoption evolves, and where new ways of working are emerging across your organization. AI adoption across teams Usage trends over time AI tool comparison ![](https://framerusercontent.com/images/ggwTGZOknJMrZusTUdmcFhO18.png?width=2416&height=1360) `feature name` ## Built with enterprise security and compliance at its core Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. - Short main bullet point - Short main bullet point - Short main bullet point ![](https://framerusercontent.com/images/ggwTGZOknJMrZusTUdmcFhO18.png?width=2416&height=1360) ![](https://framerusercontent.com/images/l4mfmld3TSpIIuRYpK93nahl0c.png?width=2416&height=1360) ## Measure AI's contribution to delivery Connect AI usage to engineering output to see how AI influences delivery speed, throughput, and execution, separating raw AI activity from measurable gains in performance. Delivery before and after AI Productivity improvement analysis AI contribution to engineering output ## Go deeper on AI's real return ## Go deeper on AI's real return Quality analysis Cost tracking Efficiency metrics True ROI calculation 01/04 Ensure AI improves quality, not just speed Compare AI-assisted and human-written code to see whether faster delivery costs you maintainability, defects, or rework — and confirm AI strengthens quality over time. AI vs human quality comparison Defect and rework analysis Quality trends over time ![](https://framerusercontent.com/images/g2b4LpMSwyMRLMYnNOl7AnoCGSA.png?width=2600&height=1800) Quality analysis Cost tracking Efficiency metrics True ROI calculation Ensure AI improves quality, not just speed Compare AI-assisted and human-written code to see whether faster delivery costs you maintainability, defects, or rework — and confirm AI strengthens quality over time. AI vs human quality comparison Defect and rework analysis Quality trends over time ![](https://framerusercontent.com/images/g2b4LpMSwyMRLMYnNOl7AnoCGSA.png?width=2600&height=1800) ## One connected view of AI across engineering Usage → outcomes Every metric ties AI activity back to delivery, quality, and cost, never usage in isolation. Team to individual Drill from org-wide adoption down to teams, repositories, and individual developers. Value and risk See where AI creates measurable value and where it introduces risk, in the same lens. ## Built for how engineering and finance actually decide The evidence both sides need, in one place, engineering sees performance, finance sees return. Model-level breakdown Know which AI tools and models are in use, and how each performs. Period-over-period trends Track how adoption, cost, and quality move week over week. Evidence for the board Turn AI activity into reporting leadership can act on. "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? Which AI tools and models does Pensero track? How does Pensero separate AI's contribution from normal team improvement? How complex is implementation? ## More on Pensero's platform ## More on Pensero's platform Delivery Intelligence See how work actually moves across teams and tools. Delivery Intelligence See how work actually moves across teams and tools. Code Quality Track maintainability, defects, and rework over time. Code Quality Track maintainability, defects, and rework over time. Talent & Benchmarking Benchmark and calibrate engineering performance fairly. Financial Reporting Turn engineering activity into R&D and capitalization reporting. 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. [Let's talk](../../book-demo) [![](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) [DPA](../../dpa) [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) [DPA](../../dpa) [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) [DPA](../../dpa) [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)