How are small business owners realistically measuring the productivity gains of generative AI tools across marketing and engineering teams?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How are small business owners realistically measuring the productivity gains of generative AI tools across marketing and engineering teams?
3 real searches · 1 real-search pass
generative AI productivity measurement marketing engineering small business field study task completion quality time 2025Google ↗
OBSERVED
generative AI software engineering productivity randomized controlled trial task completion code quality 2024 2025Google ↗
OBSERVED
generative AI marketing productivity measurement experiment content quality conversion metrics small businessGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
generative AI productivity measurement marketing engineering small business field study task completion quality time 2025 Google ↗
generative AI software engineering productivity randomized controlled trial task completion code quality 2024 2025 Google ↗
generative AI marketing productivity measurement experiment content quality conversion metrics small business Google ↗
- 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
- How Much Does AI Impact Development Speed? an Enterprise-Based Randomized Controlled Trial | IEEE Conference Publication · ieeexplore.ieee.org
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · kwfoundation.org
- Shifting Work Patterns with Generative AI · nber.org
- How are SMEs using generative AI?: Generative AI and the SME Workforce · oecd.org
- Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality · doi.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative AI productivity measurement marketing engineering small business field study task completion quality time 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
generative AI software engineering productivity randomized controlled trial task completion code quality 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
generative AI marketing productivity measurement experiment content quality conversion metrics small business OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |