Real ChatGPT answer · index seedJHxykiRT5bccompleteB2B software · marketing automationinformational

What is the most affordable way to calculate marketing ROI attribution without buying enterprise analytics software that drains our entire quarterly budget?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the most affordable way to calculate marketing ROI attribution without buying enterprise analytics software that drains our entire quarterly budget?
3 real searches · 1 real-search pass
GA4 attribution reports attribution models data-driven last click documentation UTM campaign parameters official Google AnalyticsGoogle ↗
OBSERVED
Google Looker Studio pricing free official GoogleGoogle ↗
OBSERVED
HubSpot free CRM pricing officialGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
GA4 attribution reports attribution models data-driven last click documentation UTM campaign parameters official Google Analytics Google ↗
Google Looker Studio pricing free official Google Google ↗
HubSpot free CRM pricing official Google ↗
  1. Google Analytics · analytics.google.com
  2. Google Sheets · sheets.google.com
  3. HubSpot CRM · hubspot.com
  4. Looker Studio · lookerstudio.google.com
  5. GA4 campaign URL parameters · support.google.com
  6. Get started with attribution · support.google.com
  7. Scopes of traffic-source dimensions · support.google.com
  8. Free Tools · hubspot.com
  9. Free CRM Software for Small Businesses · hubspot.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GA4 attribution reports attribution models data-driven last click documentation UTM campaign parameters official Google Analytics
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Google Looker Studio pricing free official Google
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
HubSpot free CRM pricing official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1