# The engineering productivity gap: How elite AI teams are pulling away from the rest | LinearB

> Watch a workshop on the new benchmark data behind the engineering productivity gap, and the measurement play that puts your team on the right side of it.

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# The engineering productivity gap: How elite AI teams are pulling away from the rest

On-Demand

![Blog_2026_AI_Benchmarks_fd0e41d857](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_2026_AI_Benchmarks_fd0e41d857?_a=BAVMn6ID0)

Watch On-Demand

## Watch a workshop on the new benchmark data behind the engineering productivity gap, and the measurement play that puts your team on the right side of it.

### Speakers

![Yishai_Beeri_sm_73c504cf60](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Yishai_Beeri_sm_73c504cf60?_a=BAVMn6ID0)

Yishai Beeri

CTO

LinearB

![ben_lloyd_pearson_04_2025_83ee0533d9](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/ben_lloyd_pearson_04_2025_83ee0533d9?_a=BAVMn6ID0)

Ben Lloyd Pearson

Senior Director, AI & Product Marketing

LinearB

![Headshot3_d7231cbda7](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Headshot3_d7231cbda7?_a=BAVMn6ID0)

Andrew Zigler

GTM Engineer

LinearB

### About the workshop

The distance between engineering teams that have operationalized AI and the teams that haven't is no longer a rounding error. The gap is real, it's measurable, and it's getting wider every quarter. If your org hasn't yet turned AI adoption into delivered work, you're already falling behind the teams that have.

Adoption on its own doesn't close the gap. If you measure AI-generated code the way you measure human code, it can even look like a problem, with bigger PRs and slower reviews. What separates elite teams is leverage, the ability to turn AI activity into merged, shipped work. Capturing it means seeing where AI is working, where adoption is stalling, and where you can replicate what your strongest teams already do.

In this session, Yishai Beeri, Andrew Zigler and Ben Lloyd Pearson walk through a mid-year benchmark refresh built on 2.7 million pull requests from 253 engineering organizations. You'll see how far the AI-elite teams have pulled ahead, why high AI usage correlates with a 1.7 to 2.2x lift in PR merge rate (roughly 1.5x for a typical team), and where that leverage leaks back out of the pipeline. You'll leave with the measurement play the strongest teams use to close the gap on purpose instead of by luck.

_Register to join live and get first access to the full mid-year benchmark report the moment it's released._

## Your next read

[![Cover image for From measurement to action: moving off Appfire Flow without starting over](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/webinar_appfire_flow_migration_7387e46670?_a=BAVMn6ID0)](https://linearb.io/resources/flow-migration-workshop)

Workshop

[From measurement to action: moving off Appfire Flow without starting over](https://linearb.io/resources/flow-migration-workshop)

Join a live workshop on making the move off Appfire Flow without losing your history, your team structure, or your momentum.

[![Cover image for The AI engineering productivity gap: how elite teams pull ahead in 2026](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_2026_AI_Benchmarks_fd0e41d857?_a=BAVMn6ID0)](https://linearb.io/resources/ai-engineering-productivity-gap)

Guide

[The AI engineering productivity gap: how elite teams pull ahead in 2026](https://linearb.io/resources/ai-engineering-productivity-gap)

Elite AI teams nearly doubled their merge rate in 2026 while developers using no AI stalled. See the engineering productivity gap in LinearB's 2.7M-PR data.

[![Cover image for Migrating from Appfire Flow: a practical guide for engineering teams](https://assets.linearb.io/image/upload/c_limit,w_2560/f_auto/q_auto/v1/Blog_Moving_beyond_flow_88c071e703?_a=BAVMn6ID0)](https://linearb.io/resources/appfire-flow-migration-guide)

Guide

[Migrating from Appfire Flow: a practical guide for engineering teams](https://linearb.io/resources/appfire-flow-migration-guide)

Flow will cease operations in 2027\. If your team built workflows, dashboards, and quarterly reviews around Flow, you have a real problem on a fixed deadline.

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