Real ChatGPT answer · index seednxnNIa1wXc4completeB2B software · AI and automation toolsinformational
How do management consultants measure the actual ROI and productivity gains of rolling out enterprise-wide generative AI tools to non-technical staff?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do management consultants measure the actual ROI and productivity gains of rolling out enterprise-wide generative AI tools to non-technical staff?
3 real searches · 1 real-search pass
enterprise generative AI productivity ROI measurement framework task-level baseline controlled experiment financial value 2025Google ↗
OBSERVEDOther / navigational
NBER generative AI productivity field study customer support 14 percent productivity 2023Google ↗
OBSERVEDReason
Microsoft Work Trend Index measuring AI productivity business outcomes enterprise generative AI ROIGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
enterprise generative AI productivity ROI measurement framework task-level baseline controlled experiment financial value 2025 Google ↗
NBER generative AI productivity field study customer support 14 percent productivity 2023 Google ↗
Microsoft Work Trend Index measuring AI productivity business outcomes enterprise generative AI ROI Google ↗
- Generative AI at Work · nber.org
- Measuring the Productivity Impact of Generative AI · nber.org
- Shifting Work Patterns with Generative AI · nber.org
- How to measure the business impact of AI—not just usage · adoption.microsoft.com
- How to measure the business impact of AI—not just usage · adoption.microsoft.com
- How Can AI Value, ROI, And Productivity Impact Be Measured? · apqc.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
enterprise generative AI productivity ROI measurement framework task-level baseline controlled experiment financial value 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
NBER generative AI productivity field study customer support 14 percent productivity 2023 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Microsoft Work Trend Index measuring AI productivity business outcomes enterprise generative AI ROI OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |