Real ChatGPT answer · index seed7audDADyJIEcompleteB2B software · AI and automation toolsinformational
What are the most reliable methods for measuring generative AI productivity gains without resorting to corporate surveillance software on my contractors?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most reliable methods for measuring generative AI productivity gains without resorting to corporate surveillance software on my contractors?
2 real searches · 1 real-search pass
generative AI productivity measurement field experiment quality output randomized controlled trial workers productivity study NBER customer support 2023Google ↗
OBSERVEDReason
measuring productivity in knowledge work outcome based metrics quality cycle time rework research AI adoption evaluation frameworkGoogle ↗
OBSERVEDConsequence
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 measurement field experiment quality output randomized controlled trial workers productivity study NBER customer support 2023 Google ↗
measuring productivity in knowledge work outcome based metrics quality cycle time rework research AI adoption evaluation framework 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 · scale.stanford.edu
- Generative AI at Work · nber.org
- Generative AI at Work* | The Quarterly Journal of Economics · doi.org
- Shifting Work Patterns with Generative AI · nber.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
generative AI productivity measurement field experiment quality output randomized controlled trial workers productivity study NBER customer support 2023 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
measuring productivity in knowledge work outcome based metrics quality cycle time rework research AI adoption evaluation framework OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |