# LinearB Resource Center > Exclusive research, reports, ROI tools, workshops, infographics, and ready-to-use presentation templates for engineering leaders looking to build a continuous improvement engine. _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)._ ```json { "@context": "https://schema.org", "@type": "CollectionPage", "name": "LinearB Resource Center | LinearB Guides, Webinars, and Case Studies", "url": "https://linearb.io/resources/p/2", "mainEntity": { "@type": "ItemList", "numberOfItems": 9, "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Build vs. buy", "url": "https://linearb.io/resources/build-vs-buy" }, { "@type": "ListItem", "position": 2, "name": "AI impact: Measure what matters", "url": "https://linearb.io/resources/ai-impact" }, { "@type": "ListItem", "position": 3, "name": "The APEX framework", "url": "https://linearb.io/resources/apex-framework" }, { "@type": "ListItem", "position": 4, "name": "2026 Software Engineering Benchmarks Report ", "url": "https://linearb.io/resources/software-engineering-benchmarks-report" }, { "@type": "ListItem", "position": 5, "name": "2026 Benchmarks Insights", "url": "https://linearb.io/resources/2026-benchmarks-roundtable" }, { "@type": "ListItem", "position": 6, "name": "Understand AI adoption and developer impact with the AI Insights Dashboard", "url": "https://linearb.io/resources/ai-insights-dashboard" }, { "@type": "ListItem", "position": 7, "name": "Using the MCP Server with Claude", "url": "https://linearb.io/resources/using-the-mcp-server-with-claude" }, { "@type": "ListItem", "position": 8, "name": "Hiring kit: Director of AI Enablement", "url": "https://linearb.io/resources/hiring-kit-director-of-ai-enablement" }, { "@type": "ListItem", "position": 9, "name": "Quickstart metrics guide: Rework", "url": "https://linearb.io/resources/quickstart-guide-rework" } ] } } ``` # Resource Center [![Cover image for Build vs. buy](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_Build_Buy_049ef8c41c?_a=BAVMn6ID0)](https://linearb.io/resources/build-vs-buy) Guide [Build vs. buy](https://linearb.io/resources/build-vs-buy) DIY engineering productivity dashboards fail within 3 to 6 months for the same reason every time: the dashboard was never the hard part. [![Cover image for AI impact: Measure what matters](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Hero_Copilot_AI_Insights_and_Analytics_2400x1256_4125e6db8a?_a=BAVMn6ID0)](https://linearb.io/resources/ai-impact) Workshop [AI impact: Measure what matters](https://linearb.io/resources/ai-impact) GitHub Copilot here, Cursor there, Claude Code somewhere else. AI across tools is adopted, but is it actually working? [![Cover image for The APEX framework](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_APEX_Guide_2400x1256_b6d8cc89ad?_a=BAVMn6ID0)](https://linearb.io/resources/apex-framework) Guide [The APEX framework](https://linearb.io/resources/apex-framework) An operating model for engineering productivity with practical guidance for how to measure AI impact. [![Cover image for 2026 Software Engineering Benchmarks Report](https://assets.linearb.io/image/upload/c_limit,w_3840/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. [![Cover image for 2026 Benchmarks Insights](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Workshop_2026_Benchmarks_4f0d2d971d?_a=BAVMn6ID0)](https://linearb.io/resources/2026-benchmarks-roundtable) Workshop [2026 Benchmarks Insights](https://linearb.io/resources/2026-benchmarks-roundtable) Explore new AI insights from the 2026 Software Engineering Benchmarks Report – backed by 8.1M+ PRs across 4,800 engineering teams and 42 countries. [![Cover image for Understand AI adoption and developer impact with the AI Insights Dashboard](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Hero_AI_Insights_2400x1256_f9db5c16e8?_a=BAVMn6ID0)](https://linearb.io/resources/ai-insights-dashboard) Demo [Understand AI adoption and developer impact with the AI Insights Dashboard](https://linearb.io/resources/ai-insights-dashboard) This demo guides you through the AI Insights Dashboard, demonstrating how to track and analyze trends in AI tool adoption, rule coverage, and code quality.... [![Cover image for Using the MCP Server with Claude](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Hero_MCP_2400x1256_7c8a8646fc?_a=BAVMn6ID0)](https://linearb.io/resources/using-the-mcp-server-with-claude) Demo [Using the MCP Server with Claude](https://linearb.io/resources/using-the-mcp-server-with-claude) This demo walks you through connecting Anthropic’s Claude to LinearB data, querying insights and recommendations, and building repeatable metrics dashboards –... [![Cover image for Hiring kit: Director of AI Enablement](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_Hiring_Kit_Dir_AI_Enablement_1_d69da98c4d?_a=BAVMn6ID0)](https://linearb.io/resources/hiring-kit-director-of-ai-enablement) Guide [Hiring kit: Director of AI Enablement](https://linearb.io/resources/hiring-kit-director-of-ai-enablement) Everything you need to define, hire, and empower the Director of AI enablement in your engineering organization. [![Cover image for Quickstart metrics guide: Rework](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_Metrics_Rework_4f2566f272?_a=BAVMn6ID0)](https://linearb.io/resources/quickstart-guide-rework) Guide [Quickstart metrics guide: Rework](https://linearb.io/resources/quickstart-guide-rework) This guide will show you why Rework matters, how to measure it, and how to reduce it with smart practices and automation. [](https://linearb.io/resources/p/1) [1](https://linearb.io/resources/p/1) 2 [3](https://linearb.io/resources/p/3) [4](https://linearb.io/resources/p/4)...[8](https://linearb.io/resources/p/8) [](https://linearb.io/resources/p/3) ## Join our community of data-driven dev leaders LinearB may send you email occasionally about how you can optimize productivity. We will not share your information with anyone. Ever. ## 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) - [Watch now](https://linearb.io/resources/engineering-productivity-gap) - [Customers](https://linearb.io/customers) - [Pricing](https://linearb.io/pricing) - [Why choose LinearB — Explore your data. Measure performance. Act to improve it.](https://linearb.io/why-linearb) - [APEX framework — The operating model for AI-era engineering teams](https://linearb.io/resources/apex-framework) - [Anti-FAQ — The questions other vendors won't answer](https://linearb.io/why-linearb/anti-faq) - [Security — Enterprise-grade compliance and zero code access](https://linearb.io/security) - [Build vs. buy — The hidden cost of building it yourself](https://linearb.io/resources/build-vs-buy) - [Dev Interrupted Podcast — Conversations with engineering leaders](https://linearb.io/dev-interrupted/podcasts) - [Reports & Guides — Deep dives on productivity and delivery](https://linearb.io/resources) - [Webinars — Expert sessions on productivity and AI](https://linearb.io/resources?category=workshops) - [Metrics Benchmarks — See how your engineering org stacks up](https://linearb.io/resources/software-engineering-benchmarks-report) - [Blog — Product updates and practical insights](https://linearb.io/blog) - [Help Center — Documentation, setup, and support](https://linearb.helpdocs.io) - [API Docs](https://docs.linearb.io/api-overview) - [Status](https://www.linearbstatus.com/) - [Integrations](https://linearb.io/integrations) - [LinearB Library](https://linearb.io/library) - [Engineering metrics](https://linearb.io/library/engineering-metrics) - [Platform engineering](https://linearb.io/library/platform-engineering) - [Engineering glossary](https://linearb.io/library/engineering-glossary) - [Developer productivity](https://linearb.io/library/developer-productivity) - [AI in software development](https://linearb.io/library/ai-in-software-development) - [Engineering management](https://linearb.io/library/engineering-management) - [Developer experience](https://linearb.io/library/developer-experience) - [DevOps](https://linearb.io/library/devops) - [Engineering operations and the context layer](https://linearb.io/library/engineering-operations) - [Engineering efficiency](https://linearb.io/library/engineering-efficiency) - [Software delivery](https://linearb.io/library/software-delivery) - [Research and data](https://linearb.io/library/engineering-benchmarks-and-research) - [LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms](https://linearb.io/resources/gartner-magic-quadrant-dpi-platforms-2026) - [Sign in](https://app.linearb.io/login) - [Enterprise](https://linearb.io/solutions/enterprise) - [Contact](https://linearb.io/contact-us) - [About us](https://linearb.io/about-us) - [Careers](https://linearb.io/careers) - [Service agreement](https://linearb.io/services-agreement) - [Privacy policy](https://linearb.io/privacy-policy) - [DPA](https://linearb.io/data-processing-agreement) - [Security FAQ](https://linearb.io/security-faq) - [Substack](https://devinterrupted.substack.com/) ### Footer _Additional links from the site footer, not repeated from the top navigation above._ - [GitHub](https://github.com/linear-b) - [LinkedIn](https://www.linkedin.com/company/linearb) - [Twitter](https://twitter.com/LinearB_Inc)