Measure AI’s real impact on engineering [Login](/auth/login/) [Let's talk](../book-demo) [Login](/auth/login/) [Let's talk](../book-demo) [Let's talk](../book-demo) [Login](/auth/login/) # Measure AI’s real impact on engineering **AI is hard to measure, but AI impact is harder to prove.**Pensero connects AI coding assistants to real delivery artifacts so you can measure output, quality, velocity, and cost in context. Let's talk ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) # Measure AI’s real impact on engineering **AI is hard to measure, but AI impact is harder to prove.**Pensero connects AI coding assistants to real delivery artifacts so you can measure output, quality, velocity, and cost in context. Let's talk ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) # Measure AI’s real impact on engineering **AI is hard to measure, but AI impact is harder to prove.**Pensero connects AI coding assistants to real delivery artifacts so you can measure output, quality, velocity, and cost in context. Let's talk ![](https://framerusercontent.com/images/Et793mrOmN8FgNWnddabdtKya3s.png?width=1719&height=1099) ![](https://framerusercontent.com/images/RhhA9ZsbUYRfkikNEPrZ97zfwI.png?width=688&height=385) **Real stories** Companies that trust Pensero - ![](https://framerusercontent.com/images/h71Cxx5XNRzbG2MehCqIfB4U7fs.png?width=112&height=256) - ![](https://framerusercontent.com/images/ionZouKGJUi714ZQaqtoeu1Grs.png?width=116&height=256) - ![](https://framerusercontent.com/images/UiC2Ux5hVDNyzQdp8UdkmdhA1U.png?width=996&height=352) - ![](https://framerusercontent.com/images/YfZGGEysCcvTIMYbcMsh9i5lwFQ.png?width=7497&height=1958) - ![](https://framerusercontent.com/images/PyVQgRkIqilERRNYrdCrJ2Owh4.png?width=1511&height=415) - ![](https://framerusercontent.com/images/LrmBEKC0Q6CjW5xLnu8RW8kQpQ.png?width=7497&height=1558) - ![](https://framerusercontent.com/images/jgGyW1O7xXfMV3i8WPVG6Rcgs4.png?width=4031&height=1165) ### **Go beyond AI adoption** ### **Go beyond AI adoption** #### **Understand if your company is effectively using AI.** #### **Understand if your company is effectively using AI.** ###### Adoption tool answer - How many AI seats are active? - How many AI-accepted lines were generated? - What percentage of code is AI-written? ###### Pensero also answer - Did AI increase delivery? - Did quality improve or degrade? - Did rework increase? - Did cost scale responsibly? - Did AI increase delivery? - Did quality improve or degrade? - Did rework increase? - Did cost scale responsibly? ### **How Pensero measures AI impact** ### **How Pensero measures AI impact** AI usage **Directional estimate of how much merged delivery was AI-assisted.** - Weekly PR delivery (baseline output) - AI-assisted PR delivery (share of output with AI in the loop) - Out-of-office delivery adjustment Tracks adoption trends over time. Not authorship auditing. ![](https://framerusercontent.com/images/Ey2HaW1TrOHfC8zMdFRsc5GvY.png?width=2864&height=1780) AI usage **Directional estimate of how much merged delivery was AI-assisted.** - Weekly PR delivery (baseline output) - AI-assisted PR delivery (share of output with AI in the loop) - Out-of-office delivery adjustment Tracks adoption trends over time. Not authorship auditing. ![](https://framerusercontent.com/images/Ey2HaW1TrOHfC8zMdFRsc5GvY.png?width=2864&height=1780) ![](https://framerusercontent.com/images/Pa8eGy6Fb4bjlM9qNCPbJkmwMk.png?width=2824&height=2212) AI impact on code quality **Adoption only matters if quality holds.** Pensero measures AI impact on: - Defect cost - Bug-fix effort - Rework volume AI impact is evaluated against downstream consequences. ![](https://framerusercontent.com/images/Pa8eGy6Fb4bjlM9qNCPbJkmwMk.png?width=2824&height=2212) AI impact on code quality **Adoption only matters if quality holds.** Pensero measures AI impact on: - Defect cost - Bug-fix effort - Rework volume AI impact is evaluated against downstream consequences. AI cost visibility **AI tools cost can easily escalate.** Pensero measures: - Usage-based overage tracking - Weekly AI cost trends - Per-tool cost comparison - Cost distribution across teams It answers: Is the extra AI cost worth it? ![](https://framerusercontent.com/images/UMhBZbWvEtEdTG53rIgCaAKmc.png?width=2956&height=2228) AI cost visibility **AI tools cost can easily escalate.** Pensero measures: - Usage-based overage tracking - Weekly AI cost trends - Per-tool cost comparison - Cost distribution across teams It answers: Is the extra AI cost worth it? ![](https://framerusercontent.com/images/UMhBZbWvEtEdTG53rIgCaAKmc.png?width=2956&height=2228) ![](https://framerusercontent.com/images/TuoFyzfIIkiQ618NpSoHxOhpL8.png?width=2824&height=2228) AI tool breakdown **Engineering teams rarely use one assistant.** Pensero shows: - Share of AI-assisted delivery per tool - Adoption trends by team - Tool mix over time So you can decide whether to consolidate, expand, or refine usage. ![](https://framerusercontent.com/images/TuoFyzfIIkiQ618NpSoHxOhpL8.png?width=2824&height=2228) AI tool breakdown **Engineering teams rarely use one assistant.** Pensero shows: - Share of AI-assisted delivery per tool - Adoption trends by team - Tool mix over time So you can decide whether to consolidate, expand, or refine usage. Human + AI + Agent contribution **Modern engineering is hybrid.**Work may be: - Human-authored - AI-assisted - Bot or agent-generated Pensero attributes delivery using repository metadata and identity mapping. AI becomes visible without surveillance. ![](https://framerusercontent.com/images/NxizsDK6H9d9sJ1WnHq6E7Jvo.png?width=2896&height=2204) Human + AI + Agent contribution **Modern engineering is hybrid.**Work may be: - Human-authored - AI-assisted - Bot or agent-generated Pensero attributes delivery using repository metadata and identity mapping. AI becomes visible without surveillance. ![](https://framerusercontent.com/images/NxizsDK6H9d9sJ1WnHq6E7Jvo.png?width=2896&height=2204) ### **How it works** ### Get started in minutes. See insights in hours. ###### 1 Hour Connect your stack and see months of performance data **What happens** - Connect GitHub, Jira, Slack in minutes - Historical activity is ingested automatically - AI structures work into measurable units **Outcome** - A unified view of engineering work - Clear visibility into what’s been delivered - Immediate transparency across teams ###### 1 Hour Connect your stack and see months of performance data **What happens** - Connect GitHub, Jira, Slack in minutes - Historical activity is ingested automatically - AI structures work into measurable units **Outcome** - A unified view of engineering work - Clear visibility into what’s been delivered - Immediate transparency across teams ###### 1 Day Identify what’s driving delivery and what’s slowing it down **What happens** - Delivery vs roadmap visibility - AI contribution analysis - Execution pattern insights **Outcome** - Bottlenecks become visible - Reviews are grounded in evidence - Early performance drag is detected ###### 1 Day Identify what’s driving delivery and what’s slowing it down **What happens** - Delivery vs roadmap visibility - AI contribution analysis - Execution pattern insights **Outcome** - Bottlenecks become visible - Reviews are grounded in evidence - Early performance drag is detected ###### 1 Week Make engineering decisions with objective performance data **What happens** - Single source of execution truth - Team-level performance comparison - AI vs human contribution visibility **Outcome** - Board-ready reporting - Confident promotion and capital decisions - A scalable performance framework ###### 1 Week Make engineering decisions with objective performance data **What happens** - Single source of execution truth - Team-level performance comparison - AI vs human contribution visibility **Outcome** - Board-ready reporting - Confident promotion and capital decisions - A scalable performance framework [Let's talk](../book-demo) ### See the product in action See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence. [Let's talk](../book-demo) ### See the product in action See how Pensero turns raw engineering activity into clear, actionable insight you can use tomorrow. Know what’s working, fix what’s not, and make better decisions with confidence. 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