Real ChatGPT answer · index seedwiD8Nuf9dSgcompleteMarketing and advertising · web analyticscommercial
I am retired and helping my daughter run her local boutique, so which attribution modeling tools are best for small businesses with limited ad budgets today?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am retired and helping my daughter run her local boutique, so which attribution modeling tools are best for small businesses with limited ad budgets today?
1 real search · 1 real-search pass
best affordable marketing attribution tools small ecommerce businesses 2026 GA4 Shopify Triple Whale pricing free plansGoogle ↗
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)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
best affordable marketing attribution tools small ecommerce businesses 2026 GA4 Shopify Triple Whale pricing free plans Google ↗
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