AI & Agent Deployment Monitoring | 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 your true AI deployment. # Understand your true AI deployment. # Understand your true AI deployment. [AI and agents are changing how software gets built. Pensero shows you whether they're actually improving delivery and what each unit of work costs.](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 does efficient agentic deployment look like? ## What does efficient agentic deployment look like? ## What does efficient agentic deployment look like? Adoption & usage tracking ![](/framerusercontent/images/FBslAJWiusRNhYMWb2tBL2tE2k.png?width=711&height=540) ![](/framerusercontent/images/FBslAJWiusRNhYMWb2tBL2tE2k.png?width=711&height=540) Track adoption, everywhere Teams, repos, workflows, individuals. See which assistants and agents are in use, how adoption is spreading, and where it's stalling across your organization. Adoption across teams and agents Usage trends over time Tool and agent comparison Efficiency metrics ![](/framerusercontent/images/6eByKoryBNHuOjZxvKRLSvR11sg.png?width=711&height=540) ![](/framerusercontent/images/6eByKoryBNHuOjZxvKRLSvR11sg.png?width=711&height=540) Cost per unit of work, measured Tokens per delivery point, cost per team, cost per agent. Connect AI and agent spend to delivered output as adoption scales. Tokens per point Cost per unit of work Efficiency benchmarking Productivity impact ![](/framerusercontent/images/xGYR2vSIqt94Z7T2GGjdaOc71I.png?width=711&height=540) ![](/framerusercontent/images/xGYR2vSIqt94Z7T2GGjdaOc71I.png?width=711&height=540) Separate signal from noise Connect AI and agent usage to delivered output, weighted by magnitude and complexity. See where they actually move the needle, not just where they're active. Delivery before and after AI Productivity improvement analysis Human, AI-assisted and agent contribution Quality analysis ![](/framerusercontent/images/YwhdYmLZxrrRcUzGUPBL370fWOs.png?width=711&height=540) ![](/framerusercontent/images/YwhdYmLZxrrRcUzGUPBL370fWOs.png?width=711&height=540) Faster doesn't mean fragile Compare human, AI-assisted and agent-written code across defects, maintainability and rework traced back to whatever produced it. Prove that speed isn't costing you quality. Agent vs AI-assisted vs human quality Defect and rework attribution 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 ## Questions engineering leaders ask ## 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 ## 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) [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 See the product in action ## Turn raw activity into a cost per unit of work ## Turn raw activity into a cost per unit of work 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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