# Library: Engineering resources, guides, blog posts & podcasts | LinearB > Explore LinearB's library of engineering metrics guides, developer experience resources, AI productivity insights, and more. Find what you need to level up your team. _This is a markdown rendering of a live HTML page on linearb.io, generated for AI/LLM consumption — it is not a markdown-only site. To get the full HTML page instead, request this URL with an explicit `Accept: text/html` header (no wildcard, no markdown preference)._ Just In! The engineering productivity gap: How elite AI teams are pulling away from the rest [Register now](https://linearb.io/event/engineering-productivity-gap) ```json { "@context": "https://schema.org", "@type": "CollectionPage", "name": "Library", "url": "https://linearb.io/library", "mainEntity": { "@type": "ItemList", "itemListElement": [ { "@type": "ListItem", "position": 1, "item": { "@type": "ItemList", "name": "Engineering operations and the context layer", "url": "https://linearb.io/library/engineering-operations", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "AI-driven development fails without unified context and governance", "url": "https://linearb.io/blog/ai-driven-development-unified-context-platform-engineering" }, { "@type": "ListItem", "position": 2, "name": "Your SDLC needs a productivity context engine", "url": "https://linearb.io/dev-interrupted/podcasts/linearb-productivity-context-engine-agentic-sdlc-roi" } ] } }, { "@type": "ListItem", "position": 2, "item": { "@type": "ItemList", "name": "Platform engineering", "url": "https://linearb.io/library/platform-engineering", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "What Is Platform Engineering? A Guide for Modern Teams", "url": "https://linearb.io/blog/platform-engineering" }, { "@type": "ListItem", "position": 2, "name": "Top 10 Platform Engineering Tools", "url": "https://linearb.io/blog/platform-engineering-tools" } ] } }, { "@type": "ListItem", "position": 3, "item": { "@type": "ItemList", "name": "AI in software development", "url": "https://linearb.io/library/ai-in-software-development", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "How Agentic AI Will Disrupt Your Software Delivery Lifecycle", "url": "https://linearb.io/blog/how-agentic-ai-will-disrupt-your-software-delivery-lifecycle" }, { "@type": "ListItem", "position": 2, "name": "What is AI Code Review, How It Works, and How to Get Started ", "url": "https://linearb.io/blog/ai-code-review" } ] } }, { "@type": "ListItem", "position": 4, "item": { "@type": "ItemList", "name": "DevOps", "url": "https://linearb.io/library/devops", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "The 21 Best DevOps Metrics and KPIs to Measure Success", "url": "https://linearb.io/blog/devops-metrics-and-kpis" }, { "@type": "ListItem", "position": 2, "name": "What are DORA Metrics and How to Unlock Elite Engineering Performance", "url": "https://linearb.io/blog/dora-metrics" } ] } }, { "@type": "ListItem", "position": 5, "item": { "@type": "ItemList", "name": "Research and data", "url": "https://linearb.io/library/engineering-benchmarks-and-research", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "2025 Engineering Benchmarks: Insights from 6.1M+ Pull Requests", "url": "https://linearb.io/blog/2025-engineering-benchmarks-insights" }, { "@type": "ListItem", "position": 2, "name": "2026 Software Engineering Benchmarks Report ", "url": "https://linearb.io/resources/software-engineering-benchmarks-report" } ] } }, { "@type": "ListItem", "position": 6, "item": { "@type": "ItemList", "name": "Engineering glossary", "url": "https://linearb.io/library/engineering-glossary", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "How to Count Lines of Code: A Complete Overview", "url": "https://linearb.io/blog/counting-lines-of-code" }, { "@type": "ListItem", "position": 2, "name": "What Is Branch Coverage and What Does It Really Tell You?", "url": "https://linearb.io/blog/what-is-branch-coverage" } ] } }, { "@type": "ListItem", "position": 7, "item": { "@type": "ItemList", "name": "Engineering management", "url": "https://linearb.io/library/engineering-management", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Defining Software Capitalization and How to Capitalize Software Costs", "url": "https://linearb.io/blog/software-capitalization" }, { "@type": "ListItem", "position": 2, "name": "What is an Engineering Management Platform?", "url": "https://linearb.io/blog/engineering-management-platform" } ] } }, { "@type": "ListItem", "position": 8, "item": { "@type": "ItemList", "name": "Software delivery", "url": "https://linearb.io/library/software-delivery", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Software development metrics guide: Benchmarks & best practices", "url": "https://linearb.io/blog/software-development-metrics-guide" }, { "@type": "ListItem", "position": 2, "name": "What is Cycle Time in Software Development?", "url": "https://linearb.io/blog/cycle-time" } ] } }, { "@type": "ListItem", "position": 9, "item": { "@type": "ItemList", "name": "Engineering metrics", "url": "https://linearb.io/library/engineering-metrics", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "How To Track Developer Productivity", "url": "https://linearb.io/blog/how-to-track-developer-productivity" }, { "@type": "ListItem", "position": 2, "name": "The Only Five Agile Metrics You Need", "url": "https://linearb.io/blog/five-agile-metrics" } ] } }, { "@type": "ListItem", "position": 10, "item": { "@type": "ItemList", "name": "Developer experience", "url": "https://linearb.io/library/developer-experience", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "What is developer experience?", "url": "https://linearb.io/blog/developer-experience" }, { "@type": "ListItem", "position": 2, "name": "The 19 Developer Experience Metrics to Measure in 2025", "url": "https://linearb.io/blog/developer-experience-metrics" } ] } }, { "@type": "ListItem", "position": 11, "item": { "@type": "ItemList", "name": "Developer productivity", "url": "https://linearb.io/library/developer-productivity", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "The 21 Developer Productivity Metrics You Should Measure", "url": "https://linearb.io/blog/developer-productivity-metrics" }, { "@type": "ListItem", "position": 2, "name": "SPACE Metrics Framework for Developers Explained (2025 Edition)", "url": "https://linearb.io/blog/space-framework" } ] } }, { "@type": "ListItem", "position": 12, "item": { "@type": "ItemList", "name": "Engineering efficiency", "url": "https://linearb.io/library/engineering-efficiency", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "What Is Engineering Efficiency?", "url": "https://linearb.io/blog/engineering-efficiency" }, { "@type": "ListItem", "position": 2, "name": "10 Engineering Metrics to Track That Will Elevate Your Team", "url": "https://linearb.io/blog/engineering-metrics-8-that-will-elevate-your-team" } ] } } ] } } ``` # LinearB Library ## Engineering operations and the context layer [View all](https://linearb.io/library/engineering-operations/archive) [![Cover image for Engineering operations: the layer around the code](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_2_1fa4ad3daa?_a=BAVMn6ID0)](https://linearb.io/library/engineering-operations) Engineering operations and the context layer [Engineering operations: the layer around the code](https://linearb.io/library/engineering-operations) Engineering operations covers everything around coding: intent, ownership, context, policy, and outcome. See why it became the constraint once coding got cheap. [![Cover image for AI-driven development fails without unified context and governance](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_fundamentals_agent_driven_software_workflows_2400x1256_6e2afc5fcf?_a=BAVMn6ID0)](https://linearb.io/blog/ai-driven-development-unified-context-platform-engineering) Blog [AI-driven development fails without unified context and governance](https://linearb.io/blog/ai-driven-development-unified-context-platform-engineering) Dan Lines and Ben Lloyd Pearson reveal why AI-driven development fails without unified context and modern infrastructure. Discover how to eliminate fragmente... [![Cover image for Your SDLC needs a productivity context engine](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Comprehensive_DORA_Guide_2400x1256_58_3555f4a13d?_a=BAVMn6ID0)](https://linearb.io/dev-interrupted/podcast/linearb-productivity-context-engine-agentic-sdlc-roi) Podcast [Your SDLC needs a productivity context engine](https://linearb.io/dev-interrupted/podcast/linearb-productivity-context-engine-agentic-sdlc-roi) LinearB founders Ori Keren and Dan Lines break down the transition from the traditional SDLC to the Agentic Development Life Cycle. Discover why the era of... ## Platform engineering [View all](https://linearb.io/library/platform-engineering/archive) [![Cover image for What is platform engineering? Scope, tooling, and metrics](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_6_91b27230a4?_a=BAVMn6ID0)](https://linearb.io/library/platform-engineering) Platform engineering [What is platform engineering? Scope, tooling, and metrics](https://linearb.io/library/platform-engineering) Platform engineering builds the internal tooling product teams ship on. See what a platform team owns, how it differs from DevOps and SRE, and what to measure. [![Cover image for What Is Platform Engineering? A Guide for Modern Teams](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Platform_Engineering_2400x1256_e9cad92c23?_a=BAVMn6ID0)](https://linearb.io/blog/platform-engineering) Blog [What Is Platform Engineering? A Guide for Modern Teams](https://linearb.io/blog/platform-engineering)Learn what platform engineering is, how it improves developer... [![Cover image for Top 10 Platform Engineering Tools](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/platform_engineering_tools_96c90eaaec?_a=BAVMn6ID0)](https://linearb.io/blog/platform-engineering-tools) Blog [Top 10 Platform Engineering Tools](https://linearb.io/blog/platform-engineering-tools) Check out the best platform engineering tools for 2023 and how they can help you improve devs’ performance and remove bottlenecks. ## AI in software development [View all](https://linearb.io/library/ai-in-software-development/archive) [![Cover image for AI in software development: what the 2026 data shows](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_9_ea64132c4e?_a=BAVMn6ID0)](https://linearb.io/library/ai-in-software-development) AI in software development [AI in software development: what the 2026 data shows](https://linearb.io/library/ai-in-software-development) AI in software development raised code output without raising delivery. See 8.1M pull requests of evidence on size, review wait, acceptance, and governance. [![Cover image for How Agentic AI Will Disrupt Your Software Delivery Lifecycle](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/How_Agentic_AI_Will_Disrupt_Your_SDLC_876b1b8b16?_a=BAVMn6ID0)](https://linearb.io/blog/how-agentic-ai-will-disrupt-your-software-delivery-lifecycle) Blog [How Agentic AI Will Disrupt Your Software Delivery Lifecycle](https://linearb.io/blog/how-agentic-ai-will-disrupt-your-software-delivery-lifecycle)Agentic AI is changing software delivery. Here are the top 5 ways AI...[![Cover image for What is AI Code Review, How It Works, and How to Get Started](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/AI_Code_Review_Blog_Header_7ebf4b697f?_a=BAVMn6ID0)](https://linearb.io/blog/ai-code-review) Blog [What is AI Code Review, How It Works, and How to Get Started ](https://linearb.io/blog/ai-code-review)Learn all about AI code reviews, and how to implement AI to improve... ## DevOps [View all](https://linearb.io/library/devops/archive) [![Cover image for DevOps in 2026: the benchmarks for elite delivery](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/EI_AI_Workflows_90ebea3baa?_a=BAVMn6ID0)](https://linearb.io/library/devops) DevOps [DevOps in 2026: the benchmarks for elite delivery](https://linearb.io/library/devops) DevOps joins development and operations around delivery. See the four DORA measures, the 2026 benchmark bands, and why MTTR is no longer benchmarkable. [![Cover image for The 21 Best DevOps Metrics and KPIs to Measure Success](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/The_21_Best_Dev_Ops_Metrics_and_KP_Is_to_Measure_Success_cb8a26c1a8?_a=BAVMn6ID0)](https://linearb.io/blog/devops-metrics-and-kpis) Blog [The 21 Best DevOps Metrics and KPIs to Measure Success](https://linearb.io/blog/devops-metrics-and-kpis)A breakdown of the 21 best DevOps Metrics and KPIs that engineering...[![Cover image for What are DORA Metrics and How to Unlock Elite Engineering Performance](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Comprehensive_DORA_Guide_2400x1256_5a41e0a1a2?_a=BAVMn6ID0)](https://linearb.io/blog/dora-metrics) Blog [What are DORA Metrics and How to Unlock Elite Engineering Performance](https://linearb.io/blog/dora-metrics)The four DORA Metrics–deployment frequency, change lead time, change... ## Research and data [View all](https://linearb.io/library/engineering-benchmarks-and-research/archive) [![Cover image for Engineering benchmarks 2026: data from 8.1M pull requests](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/EI_AI_Workflows_1_0d1836fdb2?_a=BAVMn6ID0)](https://linearb.io/library/engineering-benchmarks-and-research) Research and data [Engineering benchmarks 2026: data from 8.1M pull requests](https://linearb.io/library/engineering-benchmarks-and-research) Engineering benchmarks from 8.1M pull requests across 4,800 teams, covering delivery, predictability, project management, and AI contribution, with methodology. [![Cover image for 2025 Engineering Benchmarks: Insights from 6.1M+ Pull Requests](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/2025_Engineering_Benchmarks_Insights_from_6_1_M_Pull_Requests_bbf2580e2b?_a=BAVMn6ID0)](https://linearb.io/blog/2025-engineering-benchmarks-insights) Blog [2025 Engineering Benchmarks: Insights from 6.1M+ Pull Requests](https://linearb.io/blog/2025-engineering-benchmarks-insights)Explore insights from the 2025 Engineering Benchmarks Workshop on... [![Cover image for 2026 Software Engineering Benchmarks Report](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Benchmarks_rountable_social_38edcc7b5d?_a=BAVMn6ID0)](https://linearb.io/resources/software-engineering-benchmarks-report) Report [2026 Software Engineering Benchmarks Report ](https://linearb.io/resources/software-engineering-benchmarks-report) Created from a study of 8.1+ M PRs from 4,800 engineering teams across 42 countries. ## Engineering glossary [View all](https://linearb.io/library/engineering-glossary/archive) [![Cover image for Engineering glossary: metrics and AI terms defined](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_7_e0d82fb066?_a=BAVMn6ID0)](https://linearb.io/library/engineering-glossary) Engineering glossary [Engineering glossary: metrics and AI terms defined](https://linearb.io/library/engineering-glossary) Definitions for 24 engineering metrics, AI delivery terms, and code quality concepts, each with its 2026 benchmark band and a link to the full explanation. [![Cover image for How to Count Lines of Code: A Complete Overview](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/count_lines_of_code_7b70d99b06?_a=BAVMn6ID0)](https://linearb.io/blog/counting-lines-of-code) Blog [How to Count Lines of Code: A Complete Overview](https://linearb.io/blog/counting-lines-of-code) Considering using lines of code to measure how productive your dev teams are? Find out how (and when) to count lines of code. [![Cover image for What Is Branch Coverage and What Does It Really Tell You?](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/what_is_branch_coverage_3990cadd8a?_a=BAVMn6ID0)](https://linearb.io/blog/what-is-branch-coverage) Blog [What Is Branch Coverage and What Does It Really Tell You?](https://linearb.io/blog/what-is-branch-coverage) What is branch coverage? That’s the question we’ll answer today. You’ll learn what this metric is all about and how it can help you. ## Engineering management [View all](https://linearb.io/library/engineering-management/archive) [![Cover image for Engineering management: what the role owns in 2026](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_10_3ab041787b?_a=BAVMn6ID0)](https://linearb.io/library/engineering-management) Engineering management [Engineering management: what the role owns in 2026](https://linearb.io/library/engineering-management) Engineering management owns the delivery system as well as the team. See the four areas of ownership in 2026, the metrics behind each, and the review cadence. [![Cover image for Defining Software Capitalization and How to Capitalize Software Costs](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Software_Capitalization_2400x1256_2e1436adc9?_a=BAVMn6ID0)](https://linearb.io/blog/software-capitalization) Blog [Defining Software Capitalization and How to Capitalize Software Costs](https://linearb.io/blog/software-capitalization) Learn what software capitalization is, why it matters to engineering leaders, and how to align with GAAP rules while improving reporting and developer... [![Cover image for What is an Engineering Management Platform?](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/engineering_management_platform_6cf5954be3?_a=BAVMn6ID0)](https://linearb.io/blog/engineering-management-platform) Blog [What is an Engineering Management Platform?](https://linearb.io/blog/engineering-management-platform) Looking for a tool that can help you quantify your teams’ performance? Check out how an engineering management platform can help you achieve business... ## Software delivery [View all](https://linearb.io/library/software-delivery/archive) [![Cover image for Software delivery: find the phase where work stops](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_4_a111652cd7?_a=BAVMn6ID0)](https://linearb.io/library/software-delivery) Software delivery [Software delivery: find the phase where work stops](https://linearb.io/library/software-delivery) Software delivery moves a change from commit to production in six phases. See the 2026 benchmark band for each one and how to find the phase that stalls. [![Cover image for Software development metrics guide: Benchmarks & best practices](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Software_Dev_Metrics_Guide_2400x1256_04a9d048c3?_a=BAVMn6ID0)](https://linearb.io/blog/software-development-metrics-guide) Blog [Software development metrics guide: Benchmarks & best practices](https://linearb.io/blog/software-development-metrics-guide)Master software development metrics with industry benchmarks from... [![Cover image for What is Cycle Time in Software Development?](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/What_is_Cycle_Time_in_Software_Development_2eeb6b0d2e?_a=BAVMn6ID0)](https://linearb.io/blog/cycle-time) Blog [What is Cycle Time in Software Development?](https://linearb.io/blog/cycle-time) In software development, cycle time is the time from first commit to production release. Learn how to measure it and improve it with LinearB. ## Engineering metrics [View all](https://linearb.io/library/engineering-metrics/archive) [![Cover image for What are engineering metrics? Categories and benchmarks](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_5_230fd14f1f?_a=BAVMn6ID0)](https://linearb.io/library/engineering-metrics) Engineering metrics [What are engineering metrics? Categories and benchmarks](https://linearb.io/library/engineering-metrics) Engineering metrics measure how software gets delivered. See the three categories, the 2026 benchmark tiers, and which metrics mislead engineering leaders. [![Cover image for How To Track Developer Productivity](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/How_to_Track_Developer_Productivity_2e344a9918?_a=BAVMn6ID0)](https://linearb.io/blog/how-to-track-developer-productivity) Blog [How To Track Developer Productivity](https://linearb.io/blog/how-to-track-developer-productivity)Learn how to track developer productivity by using the right metrics... [![Cover image for The Only Five Agile Metrics You Need](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/steve_johnson_aumv_Tdntf3o_unsplash_scaled_fd032a4f4d?_a=BAVMn6ID0)](https://linearb.io/blog/five-agile-metrics) Blog [The Only Five Agile Metrics You Need](https://linearb.io/blog/five-agile-metrics) The right set of agile metrics can help your team improve and thrive. Learn about which metrics are these in our post. ## Developer experience [View all](https://linearb.io/library/developer-experience/archive) [![Cover image for What is developer experience? Definition and measurement](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_11_13c9e659ca?_a=BAVMn6ID0)](https://linearb.io/library/developer-experience) Developer experience [What is developer experience? Definition and measurement](https://linearb.io/library/developer-experience) Developer experience is the friction developers meet doing their work. See how to measure it with surveys plus delivery data, and the 2026 readiness findings. [![Cover image for What is developer experience?](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_What_Is_Dev_Ex_2400x1256_ba1dea98fa?_a=BAVMn6ID0)](https://linearb.io/blog/developer-experience) Blog [What is developer experience?](https://linearb.io/blog/developer-experience)What is developer experience (DevEx) and why does it matter? Learn...[![Cover image for The 19 Developer Experience Metrics to Measure in 2025](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_19_Developer_Experience_Metrics_2400x1256_e69aaa4c13?_a=BAVMn6ID0)](https://linearb.io/blog/developer-experience-metrics) Blog [The 19 Developer Experience Metrics to Measure in 2025](https://linearb.io/blog/developer-experience-metrics)Improve DevEx with 19 key Developer Experience metrics that reduce... ## Developer productivity [View all](https://linearb.io/library/developer-productivity/archive) [![Cover image for What is developer productivity? Definition and metrics](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_8_3504ef2f22?_a=BAVMn6ID0)](https://linearb.io/library/developer-productivity) Developer productivity [What is developer productivity? Definition and metrics](https://linearb.io/library/developer-productivity) Developer productivity measures how work reaches production, not how much code each developer writes. See the 2026 benchmark bands and how to measure it. [![Cover image for The 21 Developer Productivity Metrics You Should Measure](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/The_21_Developer_Productivity_Metrics_You_Should_Measure_d746288cb3?_a=BAVMn6ID0)](https://linearb.io/blog/developer-productivity-metrics) Blog [The 21 Developer Productivity Metrics You Should Measure](https://linearb.io/blog/developer-productivity-metrics)Explore 21 key developer productivity metrics to track and improve...[![Cover image for SPACE Metrics Framework for Developers Explained (2025 Edition)](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Space_Metrics_Framework_2025_2fff503998?_a=BAVMn6ID0)](https://linearb.io/blog/space-framework) Blog [SPACE Metrics Framework for Developers Explained (2025 Edition)](https://linearb.io/blog/space-framework)A comprehensive overview of the SPACE Framework, how it compares to... ## Engineering efficiency [View all](https://linearb.io/library/engineering-efficiency/archive) [![Cover image for What is engineering efficiency? Decomposition and benchmarks](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/library_3_ecc87e51c1?_a=BAVMn6ID0)](https://linearb.io/library/engineering-efficiency) Engineering efficiency [What is engineering efficiency? Decomposition and benchmarks](https://linearb.io/library/engineering-efficiency) Engineering efficiency measures work versus waiting in your pipeline. See the 2026 phase bands and the four-step method for finding your constraint. [![Cover image for What Is Engineering Efficiency?](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/engineering_efficiency_3cb432b7fc?_a=BAVMn6ID0)](https://linearb.io/blog/engineering-efficiency) Blog [What Is Engineering Efficiency?](https://linearb.io/blog/engineering-efficiency) Trying to boost your engineering org’s efficiency? Learn what engineering efficiency is and the do’s and don’ts of measuring it. [![Cover image for 10 Engineering Metrics to Track That Will Elevate Your Team](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/engineering_metrics_0476bfffee?_a=BAVMn6ID0)](https://linearb.io/blog/engineering-metrics-8-that-will-elevate-your-team) Blog [10 Engineering Metrics to Track That Will Elevate Your Team](https://linearb.io/blog/engineering-metrics-8-that-will-elevate-your-team)Learn about engineering metrics, their role in business success,... ## Structured data _Machine-readable metadata (JSON-LD) embedded in the page for search/AI context — not content rendered on the page itself._ ```json { "@context": "https://schema.org", "@type": "Organization", "name": "LinearB", "url": "https://linearb.io/", "logo": "https://assets.linearb.io/image/upload/v1715628027/logo-mark-lg.svg", "description": "LinearB is the engineering productivity platform that helps engineering leaders prove AI is improving throughput without sacrificing delivery confidence, flow efficiency, or developer experience.", "sameAs": [ "https://www.linkedin.com/company/linearb" ], "award": [ { "@type": "Award", "name": "LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms", "dateAwarded": "2026", "awardedBy": { "@type": "Organization", "name": "Gartner®" } }, { "@type": "Award", "name": "Great Place to Work Certification", "dateAwarded": "2025-2027", "awardedBy": { "@type": "Organization", "name": "Great Place to Work" } }, { "@type": "Award", "name": "America's Best Startup Employers 2025", "dateAwarded": "2025", "awardedBy": { "@type": "Organization", "name": "Forbes Magazine" } } ], "hasCertification": [ { "@type": "Certification", "name": "SOC 1 Type 2" }, { "@type": "Certification", "name": "SOC 2 Type 2" }, { "@type": "Certification", "name": "GDPR Compliance certification" }, { "@type": "Certification", "name": "ISO 27001" } ] } ``` ## More on linearb.io ### Top navigation - [Book a Demo](https://linearb.io/book-a-demo) - [AI Code Reviews — Catch security risks, bugs, and spec mismatches](https://linearb.io/platform/ai-code-reviews) - [AI & Productivity Insights — See how AI tools affect cycle time and delivery speed](https://linearb.io/platform/ai-developer-productivity-insights) - [Measure AI Impact — Track AI adoption and tie it to delivery outcomes](https://linearb.io/use-case/measure-ai-impact) - [MCP Server — Chat with your data to spot patterns and boost output](https://linearb.io/platform/mcp-server) - [Resource Allocation — Cost initiatives and shape your investment strategy](https://linearb.io/platform/resource-allocation) - [Cost Capitalization — Capitalize engineering costs with audit-ready reports](https://linearb.io/platform/cost-capitalization) - [Dev Team Management — Set targets and tie throughput to business outcomes](https://linearb.io/platform/goals-and-reporting) - [DevOps Workflow Automation — Policy-based PR routing, approvals, and tests](https://linearb.io/platform/ai-workflow-governance) - [AI Powered Support — Unify AI and human code delivery in one clear view](https://linearb.io/use-case/ai-powered-support) - [Optimization — Surface friction with feedback and MCP insights](https://linearb.io/platform/developer-experience) - [Reporting — Spot what's working and what needs attention](https://linearb.io/use-case/measuring-developer-experience) - [Surveys — Turn developer feedback into actionable signals](https://linearb.io/platform/developer-surveys) - [Platform overview](https://linearb.io/platform/overview) - [Register now](https://linearb.io/event/engineering-productivity-gap) - [Customers](https://linearb.io/customers) - [Pricing](https://linearb.io/pricing) - [Why choose LinearB — Explore your data. 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