Real ChatGPT answer · index seedTS8Moygim04completeMarketing and advertising · web analyticscommercial

Can you recommend an analytics software that handles multi-touch attribution better than standard GA4 reports for a boutique consulting firm

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend an analytics software that handles multi-touch attribution better than standard GA4 reports for a boutique consulting firm
2 real searches · 1 real-search pass
multi-touch attribution software B2B professional services small business HubSpot Dreamdata Ruler Analytics HockeyStack pricing features 2026Google ↗
OBSERVEDOther / navigational
B2B marketing attribution software CRM integration multi-touch attribution official documentation HubSpot Dreamdata Ruler AnalyticsGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
multi-touch attribution software B2B professional services small business HubSpot Dreamdata Ruler Analytics HockeyStack pricing features 2026 Google ↗
B2B marketing attribution software CRM integration multi-touch attribution official documentation HubSpot Dreamdata Ruler Analytics Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
multi-touch attribution software B2B professional services small business HubSpot Dreamdata Ruler Analytics HockeyStack pricing features 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
B2B marketing attribution software CRM integration multi-touch attribution official documentation HubSpot Dreamdata Ruler Analytics
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1