How do companies realistically calculate ROI on generative AI productivity gains when half the team uses it for writing and the other half for coding?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do companies realistically calculate ROI on generative AI productivity gains when half the team uses it for writing and the other half for coding?
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
generative AI productivity randomized controlled trial writing tasks 2023 2024 coding developers productivity study METR 2025 Google ↗
NBER generative AI customer support productivity study 14 percent productivity quality Google ↗
- Experimental evidence on the productivity effects of generative artificial intelligence · pubmed.ncbi.nlm.nih.gov
- 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
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · kwfoundation.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative AI productivity randomized controlled trial writing tasks 2023 2024 coding developers productivity study METR 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NBER generative AI customer support productivity study 14 percent productivity quality OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |