Real ChatGPT answer · index seedxxiN32ZAQuMcompleteMarketing and advertising · web analyticsinformational

What attribution windows and metrics should I include in my email marketing return on investment model to satisfy our chief financial officer who is skeptical of last-click data?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What attribution windows and metrics should I include in my email marketing return on investment model to satisfy our chief financial officer who is skeptical of last-click data?
2 real searches · 1 real-search pass
email marketing attribution measurement incrementality holdout experiments attribution windows revenue metrics CFO ROI modelGoogle ↗
OBSERVEDReason
Google Analytics attribution models data-driven attribution conversion lookback window documentationGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
email marketing attribution measurement incrementality holdout experiments attribution windows revenue metrics CFO ROI model Google ↗
Google Analytics attribution models data-driven attribution conversion lookback window documentation Google ↗
  1. Get started with attribution · support.google.com
  2. Select attribution settings · support.google.com
  3. Change the key event lookback window · support.google.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
email marketing attribution measurement incrementality holdout experiments attribution windows revenue metrics CFO ROI model
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Analytics attribution models data-driven attribution conversion lookback window documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1