Comparing calculating marketing ROI attribution across HubSpot and HubSpot competitors for a solo marketer
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Comparing calculating marketing ROI attribution across HubSpot and HubSpot competitors for a solo marketer
3 real searches · 1 real-search pass
2026 marketing attribution software comparison HubSpot Salesforce Marketing Cloud ActiveCampaign Zoho CRM attribution solo marketer pricing featuresGoogle ↗
OBSERVEDComparison
HubSpot attribution reporting marketing analytics multi-touch revenue attribution official documentationGoogle ↗
OBSERVEDReason
GA4 attribution reports limitations CRM revenue attribution solo marketer alternativesGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 marketing attribution software comparison HubSpot Salesforce Marketing Cloud ActiveCampaign Zoho CRM attribution solo marketer pricing features Google ↗
HubSpot attribution reporting marketing analytics multi-touch revenue attribution official documentation Google ↗
GA4 attribution reports limitations CRM revenue attribution solo marketer alternatives Google ↗
- Create attribution reports · knowledge.hubspot.com
- Create attribution reports · knowledge.hubspot.com
- An overview of Attribution · help.activecampaign.com
- Marketing Attribution Software · activecampaign.com
- Lead source in deals - Knowledge Base · support.pipedrive.com
- Pipedrive Reporting: Advanced CRM Reporting & Insights · pipedrive.com
- Marketing Attribution · help.zoho.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 marketing attribution software comparison HubSpot Salesforce Marketing Cloud ActiveCampaign Zoho CRM attribution solo marketer pricing features OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
HubSpot attribution reporting marketing analytics multi-touch revenue attribution official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
GA4 attribution reports limitations CRM revenue attribution solo marketer alternatives OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |