Real ChatGPT answer · index seednsOd4v4ArmkcompleteB2B software · marketing automationinformational

How do modern marketing teams calculate multi-touch ROI attribution when long sales cycles involve both inbound content and cold outbound touches?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do modern marketing teams calculate multi-touch ROI attribution when long sales cycles involve both inbound content and cold outbound touches?
3 real searches · 1 real-search pass
B2B multi-touch attribution long sales cycle account-based marketing revenue attribution methodology position based time decay W-shaped attributionGoogle ↗
OBSERVED
Google Analytics attribution models data-driven attribution documentation conversion paths B2B CRM offline salesGoogle ↗
OBSERVED
Salesforce campaign influence attribution pipeline revenue multi-touch attribution documentationGoogle ↗
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
B2B multi-touch attribution long sales cycle account-based marketing revenue attribution methodology position based time decay W-shaped attribution Google ↗
Google Analytics attribution models data-driven attribution documentation conversion paths B2B CRM offline sales Google ↗
Salesforce campaign influence attribution pipeline revenue multi-touch attribution documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
B2B multi-touch attribution long sales cycle account-based marketing revenue attribution methodology position based time decay W-shaped attribution
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Google Analytics attribution models data-driven attribution documentation conversion paths B2B CRM offline sales
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Salesforce campaign influence attribution pipeline revenue multi-touch attribution documentation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1