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LIVE WEBINAR - JULY 28 - 12:00 PM ET - FREE ACCESS [Register now](./webinar) INTEGRATIONS - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/Y1SQGRJb8RYoHmsSmt5jC7RFhuc.png?width=320&height=70) - ![](https://framerusercontent.com/images/H8iw2dA9M7CxF1MxLsRLvrWWrfw.png?width=316&height=79) - ![](https://framerusercontent.com/images/AhMd5t8lqh2Fi5DsmizD3gcLLM.png?width=334&height=89) - ![](https://framerusercontent.com/images/2XCc4OrX8bGY8fGnKEy8RKpo.png?width=320&height=103) - ![](https://framerusercontent.com/images/zefyif4MEuP5EisWDAmtb5FP0.png?width=313&height=80) - ![](https://framerusercontent.com/images/dAoSB3Rgt0UDw8IkUFN893unDpQ.png?width=318&height=111) - ![](https://framerusercontent.com/images/15I1WZjGw8vsGRgQaW7ULo6hlLI.png?width=234&height=91) - ![](https://framerusercontent.com/images/CzxwLhUIfswWqpD0y4os2DtseXs.png?width=523&height=66) - ![](https://framerusercontent.com/images/26FjDDownp7qnElLFlZdluXbAs.svg?width=248&height=48) - ![](https://framerusercontent.com/images/f3gUZs2zgs9YES3bt8ZeSkSUA.png?width=443&height=105) - ![](https://framerusercontent.com/images/5m8ckuvEKmg2NWDQwUs742S4E.png?width=374&height=80) INTEGRATIONS INTEGRATIONS # Turn engineering activity into insights ## Turn engineering activity into insights Connect your engineering Stack. Measure what actually gets delivered. Pensero connects to your existing tools to understand performance and productivity. Connect your engineering Stack. Measure what actually gets delivered. Pensero connects to your existing tools to understand performance and productivity. No workflows No manual exports No code inspection [Let's talk](../book-demo) SOC 2 GDPR HIPAA-aligned SAML SSO SOC 2 GDPR HIPAA-aligned SAML SSO `Why integrations matter` ## Most engineering metrics fail because they analyze one tool in isolation ## Most engineering metrics fail because they analyze one tool in isolation Pensero connects your entire delivery ecosystem and transforms fragmented activity into structured, comparable execution signals. Pensero connects your entire delivery ecosystem and transforms fragmented activity into structured, comparable execution signals. All Repositories Coding Assistants Quality Tickets & Management Documents Collaboration Calendars ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Code repositories Connect repositories, pull requests, and activity to gain visibility into development work and delivery trends. ![](https://framerusercontent.com/images/1p21dJokNJwoOkLbCJuXldiEE.svg?width=43&height=42) GitLab Code repositories Import repository events, merge requests, and pipelines to understand how code moves from commit to release. ![](https://framerusercontent.com/images/ytRHQQt6UgatjFJtTt1qHjb9v8.svg?width=42&height=38) Bit Bucket Code repositories Bring in repository and pull request data to monitor collaboration and code delivery across teams. ![](https://framerusercontent.com/images/GDW2tFZAIEe0TJY7YARktFg88.svg?width=44&height=36) GitHub Copilot ai coding assistants Track Copilot usage and understand how AI-assisted coding influences developer productivity. ![](https://framerusercontent.com/images/eXuhZV9WCBRYYB5mzVKo4SQqbp4.svg?width=36&height=40) Cursor ai coding assistants Analyze how teams use Cursor to accelerate coding workflows and AI-assisted development. ![](https://framerusercontent.com/images/P4wI2bUDH5iwLPqriVjsaqXEur4.svg?width=43&height=44) Claude Code ai coding assistants Monitor Claude-powered coding activity to evaluate adoption and impact across engineering teams. ![](https://framerusercontent.com/images/vKWSDcnlD0E7i2lXTekXMPAqLr8.svg?width=39&height=39) Gemini Code Assist ai coding assistants Measure how developers leverage Gemini to generate code, solve problems, and move faster. ![](https://framerusercontent.com/images/2pULLOYCE83Y573XNIqh1XPb3Y.svg?width=24&height=24) OpenAI Codex ai coding assistants Capture Codex-driven coding interactions to understand AI’s role in software delivery. ![](https://framerusercontent.com/images/Pivlw6t7Nkus48q9XhzdHc0rLO8.png?width=566&height=566) SonarQube ai Code quality Improve quality, reliability, and security through automated, explainable, compliant code review. ![](https://framerusercontent.com/images/n2XvDYr6XPTuE7GMiYVa3wHQAhE.svg?width=40&height=40) Jira Tickets & work management Integrate issues, epics, and workflows to connect engineering activity with project progress. ![](https://framerusercontent.com/images/auEa0ot46bGgKslVW4tct6Qh2I.svg?width=42&height=42) Linear Tickets & work management Import issues and project updates to keep delivery insights aligned with your team’s roadmap. ![](https://framerusercontent.com/images/kRykxH3uHQBH4rDXMOj8hPmJ9E.svg?width=24&height=24) YouTrack Tickets & work management Connect issue tracking and sprint data to visualize how work flows through development cycles. ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Projects Tickets & work management Sync project boards and tasks to align development work with planning and delivery goals. ![](https://framerusercontent.com/images/XsGGNpFTPctnsKyaL5LMhMHAwI.svg?width=256&height=246) Confluence DOCUMENTS Bring documentation and planning activity into your workflow insights for a fuller view of output. ![](https://framerusercontent.com/images/nGNVy7XFCyAVxFu4pwcwzuxXzB0.svg?width=24&height=24) Notion DOCUMENTS Link team knowledge, docs, and project notes to provide context around engineering work. ![](https://framerusercontent.com/images/dffxWe5CEEuOOBJwMN0LHrcnVr8.svg?width=24&height=24) Google Drive DOCUMENTS Access shared docs to connect planning artifacts with development efforts. ![](https://framerusercontent.com/images/KqmUd6VZJ2knvfWDpsbNAd6gAaY.svg?width=42&height=42) Slack COLLABORATION Capture Slack conversations tied to tickets to understand team collaboration. ![](https://framerusercontent.com/images/qZWd98YJ8OYkEA5digJhk68MvS0.svg?width=256&height=239) Teams COLLABORATION Capture Teams discussions around issues to reveal collaboration patterns. ![](https://framerusercontent.com/images/MEIGhrvLvroIPfYGRgSvJ1TgeM.png?width=1280&height=1318) Google Chat COLLABORATION Keep discussions connected to development activity through Google Chat. ![](https://framerusercontent.com/images/XjPHbdBYws82FAJcZxQaknrcr9c.svg?width=40&height=40) Google Calendar CALENDARS & CAPACITY Track team absences and time off to better understand delivery timelines. ![](https://framerusercontent.com/images/BGHcnLnFHeewO72oenhhdHfKY.svg?width=24&height=24) Microsoft 365 Calendar CALENDARS & CAPACITY Sync calendar absences to account for availability in delivery insights. - Repositories Understand how delivery moves through your teams. ![](https://framerusercontent.com/images/ytRHQQt6UgatjFJtTt1qHjb9v8.svg?width=42&height=38) Bit Bucket ![](https://framerusercontent.com/images/1p21dJokNJwoOkLbCJuXldiEE.svg?width=43&height=42) GitLab ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Pensero analyzes repository activity to surface what's being built, how it's delivered, and whether it aligns with your goals. Add Scope of Work Signal & Extendable Agent Completed Jan 14 #6110 Pull requestMerged Code insightsDescriptionComments FER-5954/add_signals_scope_of_work→main 24 files changed +5192−3205 5 files ignored · 3248 lines ignored 36m to approve 19h to merge Python 99.89%JavaScript 0.07%HTML 0.04% Pensero AssessmentLearn about scoring Magnitude Extra Large8.0 Complexity Medium2.5 Total delivery20.0 Magnitude × Complexity (8.0 × 2.5) = 20.0 ST Skyler Thorn 3.5 Review pull_request: Fern/M… 0.9 Review pull_request: Fern/M… 0.9 Review pull_request: Fern/M… 0.9 Review pull_request: Fern/M… 0.8 - **AI usage** Measure AI usage in context. ![](https://framerusercontent.com/images/P4wI2bUDH5iwLPqriVjsaqXEur4.svg?width=43&height=44) Claude Code ![](https://framerusercontent.com/images/vKWSDcnlD0E7i2lXTekXMPAqLr8.svg?width=39&height=39) Gemini Code Assist ![](https://framerusercontent.com/images/2pULLOYCE83Y573XNIqh1XPb3Y.svg?width=24&height=24) OpenAI Codex ![](https://framerusercontent.com/images/eXuhZV9WCBRYYB5mzVKo4SQqbp4.svg?width=36&height=40) Cursor ![](https://framerusercontent.com/images/GDW2tFZAIEe0TJY7YARktFg88.svg?width=44&height=36) GitHub Copilot Pensero tracks AI-assisted contributions alongside delivery signals, so leaders can measure real impact rather than raw percentages. AI-assisted PRs now drive 82% of delivery 1,859 pts shipped with AI this quarter NovDecJanFebMarAprMay PR deliveryOOO lossAI-assisted trend User adoption 92%236 of 257 12 devs this quarter Defect rate 1.8%of total delivery 10.6pp improvement Defect rate climbing with AI adoption From 1.8% → 12.4% defect rate since Nov NovDecJanFebMarAprMay Defect costBug fixingAI adoption - **AI CODE quality** See how quality issues slow engineering output ![](https://framerusercontent.com/images/tRAMmQHDRBIFCdgR5Yg2Rxv9fuw.png?width=1180&height=1192) Sonar Qube More output is not the same as better output. Measure how defects, rework, and bugs slow delivery and reduce long-term engineering output. ![](https://framerusercontent.com/images/EINKnftSytKRh8U5g07Rz8lPim4.png?width=2600&height=1800) - **Documentation & design** See the work that happens outside the editor. ![](https://framerusercontent.com/images/dffxWe5CEEuOOBJwMN0LHrcnVr8.svg?width=24&height=24) Google Drive ![](https://framerusercontent.com/images/nGNVy7XFCyAVxFu4pwcwzuxXzB0.svg?width=24&height=24) Notion ![](https://framerusercontent.com/images/XsGGNpFTPctnsKyaL5LMhMHAwI.svg?width=256&height=246) Confluence Pensero analyzes your documents to surface requirements, design reviews, specs, and architecture work. Only connected spaces are analyzed. Value is measured by impact, not length. Breakdown of delivery by type of work AprMayJunJulAugSepOctNovDecJanFebMar PRsTicketsDocumentsCommunications Total Activity: 532 114PRs 51tickets 25documents 342communications Delivery 3.5 MT Marina Torres 2.5 API migration guide 2.5 JE Jonas Eriksen 1.0 Comment to doc: 'Onb…' 1.0 - **collaboration** Add context to delivery. ![](https://framerusercontent.com/images/KqmUd6VZJ2knvfWDpsbNAd6gAaY.svg?width=42&height=42) Slack ![](https://framerusercontent.com/images/qZWd98YJ8OYkEA5digJhk68MvS0.svg?width=256&height=239) Teams ![](https://framerusercontent.com/images/NG9vzaPg5uwCfJDbRAd4Buz8E.svg?width=24&height=24) Google Chat Pensero analyzes work discussions in connected channels to identify collaboration patterns and link conversations to PRs and tickets. Private messages and unconnected channels are never accessed. Context, not surveillance. Slack Message related to: Atlas/Core#2847: Migrate Auth Service to OAuth 2.1 Completed Feb 8 Message Messages Highlighted messages show which ones are being assessed for this task. PM Priya Mehta Feb 8 at 11:42 The token refresh logic looks solid, but we should handle the race condition when two requests hit the refresh endpoint simultaneously. A mutex or queue would prevent double-refresh. PM Priya Mehta 8.3 OAuth 2.1 migration thr… 4.2 Comment to ticket: 'ATL-31… 2.8 Review pull_request: Atlas/… 1.3 - **Tickets and work management** Understand intent behind the work. ![](https://framerusercontent.com/images/auEa0ot46bGgKslVW4tct6Qh2I.svg?width=42&height=42) Linear ![](https://framerusercontent.com/images/n2XvDYr6XPTuE7GMiYVa3wHQAhE.svg?width=40&height=40) Jira ![](https://framerusercontent.com/images/kRykxH3uHQBH4rDXMOj8hPmJ9E.svg?width=24&height=24) YouTrack ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Projects Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. Execution behavior, not ticket volume. EpicDelivery API GatewayPlatform 265.2 SSO & OAuth MigrationIdentity 66.9 Billing OverhaulPayments 58.9 Data Pipeline v2Platform, Data 53.7 Webhook ReliabilityInfra 39.8 Tenant IsolationPlatform 21 Search ReindexCore, Data 15.3 Admin DashboardInternal Tools 12.9 Roadmap alignedApr 01 – May 28 DecJanFebMarAprMay DeliveryCumulative Top Contributors Liam Chen 262.7 Sara Lindqvist 86.5 Amir Rashidi 58.4 Top Teams Platform 52.1% Identity 18.4% Payments 14.7% Infra 9.6% Other 5.2% - **Calendars & Capacity** Align delivery with true capacity. ![](https://framerusercontent.com/images/BGHcnLnFHeewO72oenhhdHfKY.svg?width=24&height=24) Microsoft 365 Calendar ![](https://framerusercontent.com/images/XjPHbdBYws82FAJcZxQaknrcr9c.svg?width=40&height=40) Google Calendar Pensero reads absence metadata to adjust performance signals for time off and measure real focus time. Only availability data is accessed. 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Meeting content stays private. ![](https://framerusercontent.com/images/Rh5VBWQp3xC9he19KGZUDOClNg.png?width=928&height=838) ![](https://framerusercontent.com/images/6tTbkXggWgQCAJ4DO2QEdXXmgM.svg)![](https://framerusercontent.com/images/11KSGbIZoRSg4pjdnUoif6MKHI.svg) ![](https://framerusercontent.com/images/GDW2tFZAIEe0TJY7YARktFg88.svg?width=44&height=36) GitHub Copilot ai coding assistants Track Copilot usage and understand how AI-assisted coding influences developer productivity. ![](https://framerusercontent.com/images/eXuhZV9WCBRYYB5mzVKo4SQqbp4.svg?width=36&height=40) Cursor ai coding assistants Analyze how teams use Cursor to accelerate coding workflows and AI-assisted development. ![](https://framerusercontent.com/images/P4wI2bUDH5iwLPqriVjsaqXEur4.svg?width=43&height=44) Claude Code ai coding assistants Monitor Claude-powered coding activity to evaluate adoption and impact across engineering teams. ![](https://framerusercontent.com/images/vKWSDcnlD0E7i2lXTekXMPAqLr8.svg?width=39&height=39) Gemini Code Assist ai coding assistants Measure how developers leverage Gemini to generate code, solve problems, and move faster. ![](https://framerusercontent.com/images/2pULLOYCE83Y573XNIqh1XPb3Y.svg?width=24&height=24) OpenAI Codex ai coding assistants Capture Codex-driven coding interactions to understand AI’s role in software delivery. ![](https://framerusercontent.com/images/Pivlw6t7Nkus48q9XhzdHc0rLO8.png?width=566&height=566) SonarQube ai Code quality Improve quality, reliability, and security through automated, explainable, compliant code review. ![](https://framerusercontent.com/images/n2XvDYr6XPTuE7GMiYVa3wHQAhE.svg?width=40&height=40) Jira Tickets & work management Integrate issues, epics, and workflows to connect engineering activity with project progress. ![](https://framerusercontent.com/images/auEa0ot46bGgKslVW4tct6Qh2I.svg?width=42&height=42) Linear Tickets & work management Import issues and project updates to keep delivery insights aligned with your team’s roadmap. ![](https://framerusercontent.com/images/kRykxH3uHQBH4rDXMOj8hPmJ9E.svg?width=24&height=24) YouTrack Tickets & work management Connect issue tracking and sprint data to visualize how work flows through development cycles. ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Projects Tickets & work management Sync project boards and tasks to align development work with planning and delivery goals. ![](https://framerusercontent.com/images/XsGGNpFTPctnsKyaL5LMhMHAwI.svg?width=256&height=246) Confluence DOCUMENTS Bring documentation and planning activity into your workflow insights for a fuller view of output. ![](https://framerusercontent.com/images/nGNVy7XFCyAVxFu4pwcwzuxXzB0.svg?width=24&height=24) Notion DOCUMENTS Link team knowledge, docs, and project notes to provide context around engineering work. ![](https://framerusercontent.com/images/dffxWe5CEEuOOBJwMN0LHrcnVr8.svg?width=24&height=24) Google Drive DOCUMENTS Access shared docs to connect planning artifacts with development efforts. ![](https://framerusercontent.com/images/KqmUd6VZJ2knvfWDpsbNAd6gAaY.svg?width=42&height=42) Slack COLLABORATION Capture Slack conversations tied to tickets to understand team collaboration. ![](https://framerusercontent.com/images/qZWd98YJ8OYkEA5digJhk68MvS0.svg?width=256&height=239) Teams COLLABORATION Capture Teams discussions around issues to reveal collaboration patterns. ![](https://framerusercontent.com/images/MEIGhrvLvroIPfYGRgSvJ1TgeM.png?width=1280&height=1318) Google Chat COLLABORATION Keep discussions connected to development activity through Google Chat. ![](https://framerusercontent.com/images/XjPHbdBYws82FAJcZxQaknrcr9c.svg?width=40&height=40) Google Calendar CALENDARS & CAPACITY Track team absences and time off to better understand delivery timelines. ![](https://framerusercontent.com/images/BGHcnLnFHeewO72oenhhdHfKY.svg?width=24&height=24) 365 Calendar CALENDARS & CAPACITY Sync calendar absences to account for availability in delivery insights. - 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**AI CODE quality** See how quality issues slow engineering output ![](https://framerusercontent.com/images/tRAMmQHDRBIFCdgR5Yg2Rxv9fuw.png?width=1180&height=1192) Sonar Qube More output is not the same as better output. Measure how defects, rework, and bugs slow delivery and reduce long-term engineering output. ![](https://framerusercontent.com/images/EINKnftSytKRh8U5g07Rz8lPim4.png?width=2600&height=1800) - **Tickets and work management** Understand intent behind the work. ![](https://framerusercontent.com/images/auEa0ot46bGgKslVW4tct6Qh2I.svg?width=42&height=42) Linear ![](https://framerusercontent.com/images/n2XvDYr6XPTuE7GMiYVa3wHQAhE.svg?width=40&height=40) Jira ![](https://framerusercontent.com/images/kRykxH3uHQBH4rDXMOj8hPmJ9E.svg?width=24&height=24) YouTrack ![](https://framerusercontent.com/images/bh9wxdwtKsDigSFWvyVV1FtKmQ0.svg?width=43&height=42) GitHub Projects Pensero ingests tickets to connect planned work to delivered outcomes. Scope, status, ownership, and linked PRs. 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See insights in hours. Connect your stack. See months of history from day one. 1 hour Connect & Structure Integrates repositories, tickets and messages automatically so AI can break work into measurable units, giving your team a unified, transparent view of everything delivered. 1 day Analyze & Detect Surface delivery vs roadmap gaps, AI contribution patterns, and execution insights so bottlenecks and early performance drag become visible through evidence-based reviews. 1 week Report & Decide Establish a single source of execution truth with team-level and AI vs human performance comparisons, enabling board-ready reporting and confident, scalable capital decisions. FAQ ## Questions teams ask Is this a new form of Big Brother? Where do you store my data? Does Pensero access or store our source code? What data does Pensero collect from GitHub, GitLab, or Bitbucket? How does Pensero integrate with Jira, Linear, or other ticketing systems? 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