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AI productivity gains are 10%, not 10x
Preliminary data from our longitudinal AI impact study.
Justin Reock
Deputy CTO
All posts
How DX accelerates CIO onboarding
DX accelerates CIO onboarding by surfacing critical engineering signals faster so leaders can act with confidence.
Greyson Junggren
Co-founder, CRO
AI-generated merged code holds steady at ~30%
A preview from our upcoming Q1 AI Impact Report.
Justin Reock
Deputy CTO
Customer spotlight: How Adyen measurably improved developer experience
Adyen boosted developer experience by speeding local setup, enabling self-service releases, clarifying ownership, and running disciplined AI tool evaluations.
Kali Watkins
Product Marketing
How DX accelerates engineering leader onboarding
Starting a new VP or Head of Engineering role? Learn how DX gives engineering leaders the data-driven insights they need to assess their teams, report to leadership, and drive meaningful impact from day one.
Greyson Junggren
Co-founder, CRO
Introducing custom benchmarks in DX
You can now compare yourself directly against a set of specific peer companies, instead of a broad-based segment.
Kali Watkins
Product Marketing
How do we interpret AI impact without overclaiming causation?
A better way of framing the impact of AI.
Abi Noda
CEO
New in DX: Cohort analysis
A new report that lets you compare engineering metrics side-by-side across developer cohorts.
Kali Watkins
Product Marketing
Why aren't AI productivity gains higher?
Developers explain why the gains are more modest than expected.
Abi Noda
CEO
An update on our commitment to data neutrality
Six months after DX’s acquisition announcement, here's what we’ve released as part of our commitment to data neutrality.
Ivan Diaz
Customer Engineering
How DX accelerates CTO onboarding
DX accelerates CTO onboarding by surfacing critical engineering signals faster so leaders can act with confidence.
Greyson Junggren
Co-founder, CRO
New Snapshot languages, deeper metrics, and broader integrations across your engineering stack
February DX updates bring multi-language Snapshot surveys, Claude Code metrics for Enterprise, and expanded connector and reporting improvements across your engineering toolchain.
Kali Watkins
Product Marketing
Developer experience at scale – lessons from Dropbox
How Dropbox treats developer productivity as a sociotechnical problem and weaves AI into the fabric of their engineering culture.
Abi Noda
CEO
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.
Justin Reock
Deputy CTO
Advanced prompting guide for AI-assisted engineering
Structured prompting patterns for using AI in more complex, higher-risk environments.
Justin Reock
Deputy CTO
AI tooling benchmarks: PR throughput and usage by tool (Q1 2026)
Updated data from a sample of 64,680 developers across 219 companies.
Justin Reock
Deputy CTO
Customer spotlight: DroneDeploy’s AI impact analysis using DX data
By looking at throughput by AI adoption cohorts, DroneDeploy uncovered a "J-curve" of AI impact: a brief dip followed by a powerful, compounding 5% monthly surge in productivity.
Kali Watkins
Product Marketing
DevProd headcount benchmarks, Q1 2026
Research across multiple industry verticals and engineering team sizes.
Justin Reock
Deputy CTO
Customer spotlight: How a Fortune 500 tech company uses PlatformX and Studies
How a DevProd leader from a big tech company uses DX's experience sampling and targeted surveys to build an always-on pipeline of developer feedback.
Kali Watkins
Product Marketing
The AI Divide
MIT NANDA’s 2025 report on what separates successful AI pilots from those that stall, and how the role of engineers is evolving.
Justin Reock
Deputy CTO