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Why aren't AI productivity gains higher?
Developers explain why the gains are more modest than expected.
Mar 19
•
Abi Noda
21
1
Introducing DX Annual
The conference for developer productivity leaders navigating the AI era.
Dec 9, 2025
•
Abi Noda
10
2
AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study
Mar 11
•
Justin Reock
26
11
3
Announcing my new book, Frictionless
Nicole Forsgren's and my new book on developer experience.
Nov 19, 2025
•
Abi Noda
18
3
How do we interpret AI impact without overclaiming causation?
A better way of framing the impact of AI.
Mar 25
•
Abi Noda
13
1
Most Popular
View all
How Google Measures and Manages Tech Debt
Jun 9, 2023
•
Abi Noda
59
2
1
AI productivity gains are 10%, not 10x
Mar 11
•
Justin Reock
26
11
3
Measuring Developers’ Jobs-To-Be-Done
Sep 6, 2024
•
Abi Noda
24
2
What causes 'bad days' for developers?
Nov 25, 2024
•
Abi Noda
19
1
AI in engineering
See all
How do we interpret AI impact without overclaiming causation?
A better way of framing the impact of AI.
Mar 25
•
Abi Noda
13
1
Why aren't AI productivity gains higher?
Developers explain why the gains are more modest than expected.
Mar 19
•
Abi Noda
21
1
AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study
Mar 11
•
Justin Reock
26
11
3
Data & benchmarks
See all
AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study
Mar 11
•
Justin Reock
26
11
3
AI tooling benchmarks: PR throughput and usage by tool (Q1 2026)
Updated data from a sample of 64,680 developers across 219 companies.
Jan 21
•
Justin Reock
12
1
1
DevProd headcount benchmarks, Q1 2026
Research across multiple industry verticals and engineering team sizes.
Jan 7
•
Justin Reock
12
Recent posts
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Developer experience at scale – lessons from Dropbox
How they treat developer productivity as a sociotechnical problem and weave AI into the fabric of their engineering culture.
Feb 25
•
Abi Noda
15
Analyst reactions: How AI is reshaping engineering organizations
Analysts at Accenture and RedMonk are seeing an increased focus on quality, security, and responsible AI rollout.
Feb 18
•
Justin Reock
12
Advanced prompting guide for AI-assisted engineering
Structured prompting patterns and use cases for complex, high-impact engineering work.
Feb 4
•
Justin Reock
14
1
Engineering Enablement
Research and perspectives on developer productivity.
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