Real ChatGPT answer · index seedKiICatRuVWQcompleteB2B software · AI and automation toolsinformational

How can our marketing agency measure generative AI productivity gains without buying expensive enterprise analytics software

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How can our marketing agency measure generative AI productivity gains without buying expensive enterprise analytics software
2 real searches · 1 real-search pass
generative AI productivity measurement framework time saved quality output marketing teams study 2024 2025Google ↗
OBSERVEDConsequence
AI productivity measurement task-level baseline time quality rework knowledge workers 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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
generative AI productivity measurement framework time saved quality output marketing teams study 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
AI productivity measurement task-level baseline time quality rework knowledge workers research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1