# 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/4",
  "mainEntity": {
    "@type": "ItemList",
    "numberOfItems": 9,
    "itemListElement": [
      {
        "@type": "ListItem",
        "position": 1,
        "name": "The AI upgrade to your SDLC: A data workshop on AI code reviews",
        "url": "https://linearb.io/resources/ai-code-reviews"
      },
      {
        "@type": "ListItem",
        "position": 2,
        "name": "Gartner® Market Guide: Developer Productivity Insight Platforms",
        "url": "https://linearb.io/resources/gartner-dpi-market-guide"
      },
      {
        "@type": "ListItem",
        "position": 3,
        "name": "How Meta & Google are scaling AI across the SDLC",
        "url": "https://linearb.io/resources/scaling-ai-across-the-sdlc"
      },
      {
        "@type": "ListItem",
        "position": 4,
        "name": "The platform engineer’s guide to AI adoption",
        "url": "https://linearb.io/resources/platform-engineers-ai-guide"
      },
      {
        "@type": "ListItem",
        "position": 5,
        "name": "The 6 bottlenecks slowing AI-driven development",
        "url": "https://linearb.io/resources/6-bottlenecks-ai-development"
      },
      {
        "@type": "ListItem",
        "position": 6,
        "name": "The DevEx leader's guide to scaling AI adoption",
        "url": "https://linearb.io/resources/devex-guide-scaling-ai-adoption"
      },
      {
        "@type": "ListItem",
        "position": 7,
        "name": "The 6 trends shaping the future of AI-driven development",
        "url": "https://linearb.io/resources/the-6-trends-shaping-ai-driven-development"
      },
      {
        "@type": "ListItem",
        "position": 8,
        "name": "The DevEx guide to AI-driven software development",
        "url": "https://linearb.io/resources/devex-guide-ai-driven-software-development"
      },
      {
        "@type": "ListItem",
        "position": 9,
        "name": "Beyond Copilot: What’s Next for AI in Software Development",
        "url": "https://linearb.io/resources/beyond-copilot"
      }
    ]
  }
}
```

# Resource Center

[![Cover image for The AI upgrade to your SDLC: A data workshop on AI code reviews](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_AI_upgrade_SDLC_2400x1256_460db288df?_a=BAVMn6ID0)](https://linearb.io/resources/ai-code-reviews)

Workshop

[The AI upgrade to your SDLC: A data workshop on AI code reviews](https://linearb.io/resources/ai-code-reviews)

In this 35-minute workshop, we’ll unpack how enterprise teams are redefining the PR lifecycle to accommodate AI-generated code at scale.

[![Cover image for Gartner® Market Guide: Developer Productivity Insight Platforms](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_Gartner_3_7905feeac9?_a=BAVMn6ID0)](https://linearb.io/resources/gartner-dpi-market-guide)

Guide

[Gartner® Market Guide: Developer Productivity Insight Platforms](https://linearb.io/resources/gartner-dpi-market-guide)

By 2028, 60% of Fortune 500 companies will use developer productivity insight platforms to track developer productivity, up from 15% today. In this guide from...

[![Cover image for How Meta & Google are scaling AI across the SDLC](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_1200x628_3f65cd171d?_a=BAVMn6ID0)](https://linearb.io/resources/scaling-ai-across-the-sdlc)

Report

[How Meta & Google are scaling AI across the SDLC](https://linearb.io/resources/scaling-ai-across-the-sdlc)

Hear how leading enterprises are applying LLMs to accelerate testing and code migrations.

[![Cover image for The platform engineer’s guide to AI adoption](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/platform_eng_guide_ai_social_955679173e?_a=BAVMn6ID0)](https://linearb.io/resources/platform-engineers-ai-guide)

Guide

[The platform engineer’s guide to AI adoption](https://linearb.io/resources/platform-engineers-ai-guide)

Learn how platform engineers from leading enterprises are enabling safe, scalable AI adoption across the SDLC.

[![Cover image for The 6 bottlenecks slowing AI-driven development](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/6_ai_bottlenecks_social_89b6d20fba?_a=BAVMn6ID0)](https://linearb.io/resources/6-bottlenecks-ai-development)

Report

[The 6 bottlenecks slowing AI-driven development](https://linearb.io/resources/6-bottlenecks-ai-development)

Learn what 20k high-performing teams are doing to remove friction and scale AI effectively.

[![Cover image for The DevEx leader's guide to scaling AI adoption](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/dev_ex_guide_scaling_ai_social_da15df1f8f?_a=BAVMn6ID0)](https://linearb.io/resources/devex-guide-scaling-ai-adoption)

Guide

[The DevEx leader's guide to scaling AI adoption](https://linearb.io/resources/devex-guide-scaling-ai-adoption)

Navigate the AI transformation with a practical framework to measure and scale your AI maturity across the SDLC.

[![Cover image for The 6 trends shaping the future of AI-driven development](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/6_trends_social_0c3734f476?_a=BAVMn6ID0)](https://linearb.io/resources/the-6-trends-shaping-ai-driven-development)

Guide

[The 6 trends shaping the future of AI-driven development](https://linearb.io/resources/the-6-trends-shaping-ai-driven-development)

This guide goes beyond the AI hype to explore six emerging trends defining the future of AI-driven software engineering.

[![Cover image for The DevEx guide to AI-driven software development](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/ai_driven_software_dev_social_794c664598?_a=BAVMn6ID0)](https://linearb.io/resources/devex-guide-ai-driven-software-development)

Guide

[The DevEx guide to AI-driven software development](https://linearb.io/resources/devex-guide-ai-driven-software-development)

We polled 400+ software engineers on how they’re integrating AI into their daily workflows. Here’s where they stand.

[![Cover image for Beyond Copilot: What’s Next for AI in Software Development](https://assets.linearb.io/image/upload/c_limit,w_3840/f_auto/q_auto/v1/Blog_Agentic_AI_Impact_2400x1256_4_c933091d6b?_a=BAVMn6ID0)](https://linearb.io/resources/beyond-copilot)

Workshop

[Beyond Copilot: What’s Next for AI in Software Development](https://linearb.io/resources/beyond-copilot)

Watch this live panel discussion to hear the latest trends in how enterprises are using AI to drive developer productivity.

[](https://linearb.io/resources/p/3)
[1](https://linearb.io/resources/p/1)
[2](https://linearb.io/resources/p/2)
[3](https://linearb.io/resources/p/3)

4

[5](https://linearb.io/resources/p/5)
[6](https://linearb.io/resources/p/6)...[8](https://linearb.io/resources/p/8)
[](https://linearb.io/resources/p/5)

## 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/the-great-software-factory-debate)
- [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)