Real ChatGPT answer · index seed9UCk18NcDxwcompleteB2B software · marketing automationinformational

How are other remote working parents calculating marketing ROI attribution when dealing with messy multi-touch customer journeys across email and social media?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How are other remote working parents calculating marketing ROI attribution when dealing with messy multi-touch customer journeys across email and social media?
2 real searches · 1 real-search pass
multi-touch marketing attribution email social media small business practical measurement GA4 UTM first touch last touch data driven attributionGoogle ↗
OBSERVED
remote working parents freelancers marketing attribution tracking workflows discussion RedditGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
multi-touch marketing attribution email social media small business practical measurement GA4 UTM first touch last touch data driven attribution Google ↗
remote working parents freelancers marketing attribution tracking workflows discussion Reddit Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
multi-touch marketing attribution email social media small business practical measurement GA4 UTM first touch last touch data driven attribution
OBSERVED
Google ↗
AI Mode ↗
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of 1
remote working parents freelancers marketing attribution tracking workflows discussion Reddit
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1