Real ChatGPT answer · index seedQ8NOqDkGDrscompleteB2B software · AI and automation toolsinformational

What are the best methods currently used to measure generative AI productivity gains for remote knowledge workers in a small team?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best methods currently used to measure generative AI productivity gains for remote knowledge workers in a small team?
3 real searches · 1 real-search pass
2025 2026 measuring generative AI productivity knowledge workers field experiments task time quality productivity metrics small teamsGoogle ↗
OBSERVEDReason
NBER generative AI productivity knowledge workers customer support writing experiment productivity quality 2023 2024Google ↗
OBSERVEDOther / navigational
Microsoft Work Trend Index measuring AI productivity outcomes knowledge workers metrics 2025Google ↗
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)
Short factOther / navigational33%ComparisonConsequence33%Reason33%DefinitionInstructionYes / no

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
2025 2026 measuring generative AI productivity knowledge workers field experiments task time quality productivity metrics small teams Google ↗
NBER generative AI productivity knowledge workers customer support writing experiment productivity quality 2023 2024 Google ↗
Microsoft Work Trend Index measuring AI productivity outcomes knowledge workers metrics 2025 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 measuring generative AI productivity knowledge workers field experiments task time quality productivity metrics small teams
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NBER generative AI productivity knowledge workers customer support writing experiment productivity quality 2023 2024
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Microsoft Work Trend Index measuring AI productivity outcomes knowledge workers metrics 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1