Real ChatGPT answer · index seedk7xxZX3wIZgcompleteB2B software · AI and automation toolsinformational
What are the latest verified benchmarks for measuring generative AI productivity gains in small business environments so I can justify buying these tools to my skeptical business partner?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the latest verified benchmarks for measuring generative AI productivity gains in small business environments so I can justify buying these tools to my skeptical business partner?
4 real searches · 1 real-search pass
2026 generative AI productivity benchmarks small business field study randomized controlled trial productivity gains 2025 2026Google ↗
OBSERVEDConsequence
generative AI productivity small business SME adoption ROI benchmark survey 2025 2026 verified studyGoogle ↗
OBSERVEDReason
NBER generative AI productivity customer support 14 percent field study writing experiment 2025 2026Google ↗
OBSERVEDOther / navigational
METR AI productivity randomized controlled trial software developers 2025 study slower 19 percentGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 generative AI productivity benchmarks small business field study randomized controlled trial productivity gains 2025 2026 Google ↗
generative AI productivity small business SME adoption ROI benchmark survey 2025 2026 verified study Google ↗
NBER generative AI productivity customer support 14 percent field study writing experiment 2025 2026 Google ↗
METR AI productivity randomized controlled trial software developers 2025 study slower 19 percent Google ↗
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · doi.org
- The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers · microsoft.com
- Read the published research · doi.org
- Shifting Work Patterns with Generative AI · nber.org
- The Economics of Generative AI · nber.org
- Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity · metr.org
- 2026 Report on Employer Firms: Findings from the 2025 Small Business Credit Survey · fedsmallbusiness.org
- Empowering SMEs in the age of AI · oecd.org
- The Uneven Impact of Generative Artificial Intelligence on Entrepreneurial Performance: Evidence from a Field Experiment in Kenya - UC Berkeley · haas.berkeley.edu
- The Uneven Impact of Generative AI on Entrepreneurial Performance · journals.aom.org
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 generative AI productivity benchmarks small business field study randomized controlled trial productivity gains 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
generative AI productivity small business SME adoption ROI benchmark survey 2025 2026 verified study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NBER generative AI productivity customer support 14 percent field study writing experiment 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
METR AI productivity randomized controlled trial software developers 2025 study slower 19 percent OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |