Engineering Enablement

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Data & benchmarks

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
DevProd headcount benchmarks, Q1 2026
Research across multiple industry verticals and engineering team sizes.
 • Justin Reock
AI-assisted engineering: Q4 impact report
Data and insights from 400+ organizations navigating their AI transformation.
 • Laura Tacho
5 interesting learnings from Revenue per Engineer data at 300+ companies
Top-performing companies see $1.5M+ Revenue per Engineer.
 • Abi Noda
2024 benchmarks for the DX Core 4
A summary of findings from this year's DX Core 4 benchmarks. This year we saw smaller companies delivering faster, tech companies spending more time…
 • Abi Noda and Laura Tacho
Platform vs. DevEx teams: What’s the difference?
They overlap, but Platform teams have a wider scope.
 • Abi Noda
What’s a good developer survey participation rate?
Results from our analysis of over 200 DX customers.
 • Abi Noda
State of Developer Experience 2024
How much time developers are losing due to inefficiencies, the top causes of time loss, and more.
 • Abi Noda
What drives companies to form Developer Productivity teams?
DoorDash, Lattice, Yelp, and others share what drove their decision to establish a DevProd team.
 • Abi Noda
When to hire a Developer Productivity team
Lessons from DoorDash, Lattice, Yelp, and 15+ other companies.
 • Abi Noda
How (in)efficient are engineering organizations?
On average, developers report 22% of their time being wasted.
 • Abi Noda
How top tech companies measure developer productivity
The top-level engineering productivity metrics used by 17 companies, including Spotify, Stripe, and Uber.
 • Abi Noda
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