We need to justify our software spend this quarter, so what is the most reliable formula for calculating true marketing ROI attribution in complex sales cycles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to justify our software spend this quarter, so what is the most reliable formula for calculating true marketing ROI attribution in complex sales cycles?
2 real searches · 1 real-search pass
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
B2B marketing attribution complex sales cycle multi-touch attribution incrementality measurement formula gross profit Google ↗
Google Analytics attribution models data-driven attribution conversion paths limitations incrementality experiments marketing measurement Google ↗
- Get started with attribution · support.google.com
- About data-driven attribution · support.google.com
- Make every marketing dollar count with attribution and lift measurement · blog.google
- Toward Improving Digital Attribution Model Accuracy · research.google
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
B2B marketing attribution complex sales cycle multi-touch attribution incrementality measurement formula gross profit OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Google Analytics attribution models data-driven attribution conversion paths limitations incrementality experiments marketing measurement OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |