Real ChatGPT answer · index seedJzpeVen0cUccompleteB2B software · AI and automation toolslocal

How much money do businesses typically save, and how do they measure generative AI productivity gains after the first month?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much money do businesses typically save, and how do they measure generative AI productivity gains after the first month?
3 real searches · 1 real-search pass
generative AI workplace productivity field study measured productivity gains customer support 14% NBER 2023Google ↗
OBSERVEDConsequence
generative AI pilot ROI first 30 days measure productivity savings business benchmark 2025Google ↗
OBSERVEDConsequence
generative AI productivity gains business survey cost savings measurement 2025Google ↗
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 / navigationalComparisonConsequence67%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
generative AI workplace productivity field study measured productivity gains customer support 14% NBER 2023 Google ↗
generative AI pilot ROI first 30 days measure productivity savings business benchmark 2025 Google ↗
generative AI productivity gains business survey cost savings measurement 2025 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
generative AI workplace productivity field study measured productivity gains customer support 14% NBER 2023
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
generative AI pilot ROI first 30 days measure productivity savings business benchmark 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
generative AI productivity gains business survey cost savings measurement 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1