The DevEx guide to AI-driven software development
We polled 400+ engineering leaders on how they’re integrating AI into their workflows. Inside you’ll find:
5 common pitfalls of AI adoption – and how to avoid them
Survey results by role, tooling, company size, and use case
How leaders at Meta & Google are scaling AI across their engineering orgs
The DevEx guide to AI-driven software development
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Survey results
We gathered data reaching a broad cross-section of leaders across company sizes, industries, and technical roles.
You’ll find the research broken down by:
Org size insights
Role and AI tool insights
Survey results by AI score and SDLC stage
Real stories from the enterprise
Learn how DevEx leaders from the large SaaS enterprises are scaling their AI workflows to boost productivity, including:
How Meta is transforming software testing with AI-powered bug hunters
How Google uses AI to speed up code migrations by 50%
How both are shifting the conversation from innovation to bottom-line results
5 common pitfalls of AI adoption
Many teams are adopting AI in the most superficial way possible. We break down the most common pitfalls of AI adoption, including:
Using AI without context
Lack of DevEx enablement
Shallow experimentation without a strategy
1
Using AI without context
2
Lack of DevEx enablement
3
Failure to integrate AI into workflows
4
No feedback or iteration loop
5
Shallow experimentation without a strategy
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More resources

Workshop
Build vs. buy: Why DIY engineering metrics break at scale
Watch a 35-minute workshop where we'll show where agentic AI breaks down when trying to build an engineering productivity platform that drives improvement.

Guide
How to build your own engineering productivity platform
Do we still need to buy the vendor platforms we’re evaluating, or could a small team and a Claude subscription build the parts we want?

Report
LinearB is a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms
Get complimentary access to the full report.