Real ChatGPT answer · index seeddELAA38y9B8completeMarketing and advertising · influencer marketingcommercial

What are the best attribution models to measure the actual ROI of a sponsored podcast segment hosted by a mid-tier creator?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best attribution models to measure the actual ROI of a sponsored podcast segment hosted by a mid-tier creator?
1 real search · 1 real-search pass
podcast advertising attribution incrementality measurement geo holdout post purchase survey best practices IAB podcast measurement guidelinesGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
podcast advertising attribution incrementality measurement geo holdout post purchase survey best practices IAB podcast measurement guidelines Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
podcast advertising attribution incrementality measurement geo holdout post purchase survey best practices IAB podcast measurement guidelines
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1