Real ChatGPT answer · index seedvk2fgxW9iEccompleteB2B software · AI and automation toolscommercial

How can our small marketing agency accurately measure the productivity gains from adopting generative AI tools across our writing and design teams?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How can our small marketing agency accurately measure the productivity gains from adopting generative AI tools across our writing and design teams?
3 real searches · 1 real-search pass
field experiments generative AI productivity writing workers consultants quality time study NBER 2023 2024Google ↗
OBSERVEDReason
generative AI design productivity experiment graphic designers study quality timeGoogle ↗
OBSERVEDOther / navigational
how to measure generative AI productivity workplace task-level metrics quality rework researchGoogle ↗
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 (3)
Short factOther / navigational33%ComparisonConsequenceReason67%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
field experiments generative AI productivity writing workers consultants quality time study NBER 2023 2024 Google ↗
generative AI design productivity experiment graphic designers study quality time Google ↗
how to measure generative AI productivity workplace task-level metrics quality rework research Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
field experiments generative AI productivity writing workers consultants quality time study NBER 2023 2024
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
generative AI design productivity experiment graphic designers study quality time
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
how to measure generative AI productivity workplace task-level metrics quality rework research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1