Real ChatGPT answer · index seed3KxYnBmUQpAcompleteMarketing and advertising · web analyticsinformational

Can you find recent articles explaining multi touch attribution modeling software and summarize the top three choices for someone who is not a tech expert?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you find recent articles explaining multi touch attribution modeling software and summarize the top three choices for someone who is not a tech expert?
1 real search · 1 real-search pass
recent 2025 2026 multi-touch attribution software guide comparison best tools 2026 marketing attribution platformsGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
recent 2025 2026 multi-touch attribution software guide comparison best tools 2026 marketing attribution platforms Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
recent 2025 2026 multi-touch attribution software guide comparison best tools 2026 marketing attribution platforms
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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