What are the current industry benchmarks for measuring software development productivity gains from AI coding assistants?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current industry benchmarks for measuring software development productivity gains from AI coding assistants?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 AI coding assistant productivity benchmarks DORA SPACE METR study developer productivity controlled experiment Google ↗
2025 2026 enterprise generative AI software engineering productivity metrics benchmark code quality pull request cycle time Google ↗
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · doi.org
- The State of AI-Powered Software Development · blackduck.com
- Unlocking the value of AI in software development · mckinsey.com
- AI Coding Impact 2026 Benchmark Report · opsera.ai
- Does AI Increase Engineering Productivity? Okta Study · okta.com
- Engineering benchmarks 2026: data from 8.1M pull requests · linearb.io
- 2026 Software Engineering Benchmarks Report · linearb.io
- DORA · dora.dev
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI coding assistant productivity benchmarks DORA SPACE METR study developer productivity controlled experiment OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 2026 enterprise generative AI software engineering productivity metrics benchmark code quality pull request cycle time OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |