what metrics actually matter when measuring productivity gains from using ai writing and coding assistants
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what metrics actually matter when measuring productivity gains from using ai writing and coding assistants
2 real searches · 1 real-search pass
research measuring productivity impact generative AI coding assistants developer productivity randomized controlled study task completion quality rework 2024 2025Google ↗
OBSERVEDReason
generative AI writing assistant productivity randomized experiment writing quality time 2023 2024 studyGoogle ↗
OBSERVEDReason
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). 1 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
research measuring productivity impact generative AI coding assistants developer productivity randomized controlled study task completion quality rework 2024 2025 Google ↗
generative AI writing assistant productivity randomized experiment writing quality time 2023 2024 study Google ↗
- Experimental evidence on the productivity effects of generative artificial intelligence · pubmed.ncbi.nlm.nih.gov
- Experimental evidence on the productivity effects of generative artificial intelligence · doi.org
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · arxiv.org
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · kwfoundation.org
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · microsoft.com
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · doi.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
research measuring productivity impact generative AI coding assistants developer productivity randomized controlled study task completion quality rework 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
generative AI writing assistant productivity randomized experiment writing quality time 2023 2024 study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |