Real ChatGPT answer · index seedZUgjevxijiocompleteMarketing and advertising · web analyticsbrand

What are the cheapest attribution modeling tools on the market that actually handle multi touch without breaking our marketing budget

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the cheapest attribution modeling tools on the market that actually handle multi touch without breaking our marketing budget
2 real searches · 1 real-search pass
2026 pricing multi-touch attribution tools Ruler Analytics Dreamdata Wicked Reports Cometly Triple WhaleGoogle ↗
OBSERVEDComparison
2026 multi-touch marketing attribution software pricing affordable Ruler Analytics Dreamdata HockeyStack Wicked Reports CometlyGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
2026 pricing multi-touch attribution tools Ruler Analytics Dreamdata Wicked Reports Cometly Triple Whale Google ↗
2026 multi-touch marketing attribution software pricing affordable Ruler Analytics Dreamdata HockeyStack Wicked Reports Cometly Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 pricing multi-touch attribution tools Ruler Analytics Dreamdata Wicked Reports Cometly Triple Whale
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 multi-touch marketing attribution software pricing affordable Ruler Analytics Dreamdata HockeyStack Wicked Reports Cometly
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1