Real ChatGPT answer · index seedEImPdtneoAQcompleteMarketing and advertising · ad platformscommercial
We are trying to figure out if HubSpot attribution reporting is worth the cost for a family e-commerce business or if there is a simpler alternative.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are trying to figure out if HubSpot attribution reporting is worth the cost for a family e-commerce business or if there is a simpler alternative.
4 real searches · 1 real-search pass
HubSpot attribution reporting pricing Marketing Hub attribution reports requirements 2026 officialGoogle ↗
OBSERVEDComparison
Google Analytics 4 ecommerce attribution reports documentation conversion paths attribution modelsGoogle ↗
OBSERVEDReason
Shopify analytics marketing attribution reports sales by marketing channel documentationGoogle ↗
OBSERVEDInstruction
ecommerce marketing attribution alternatives small business GA4 Shopify reports costsGoogle ↗
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
HubSpot attribution reporting pricing Marketing Hub attribution reports requirements 2026 official Google ↗
Google Analytics 4 ecommerce attribution reports documentation conversion paths attribution models Google ↗
Shopify analytics marketing attribution reports sales by marketing channel documentation Google ↗
ecommerce marketing attribution alternatives small business GA4 Shopify reports costs Google ↗
- Create attribution reports · knowledge.hubspot.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
HubSpot attribution reporting pricing Marketing Hub attribution reports requirements 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Google Analytics 4 ecommerce attribution reports documentation conversion paths attribution models OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Shopify analytics marketing attribution reports sales by marketing channel documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
ecommerce marketing attribution alternatives small business GA4 Shopify reports costs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |