Real ChatGPT answer · index seedIDjVq6DVujMcompleteB2B software · marketing automationcommercial

Help me find budget friendly software alternatives to Marketo and Pardot that still support advanced multi touch attribution modeling.

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Help me find budget friendly software alternatives to Marketo and Pardot that still support advanced multi touch attribution modeling.
2 real searches · 1 real-search pass
budget marketing automation platforms advanced multi-touch attribution pricing HubSpot ActiveCampaign Customer.io Ortto Ruler Analytics attribution 2026Google ↗
OBSERVEDComparison
marketing attribution software multi-touch attribution integrations HubSpot ActiveCampaign affordable pricingGoogle ↗
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
budget marketing automation platforms advanced multi-touch attribution pricing HubSpot ActiveCampaign Customer.io Ortto Ruler Analytics attribution 2026 Google ↗
marketing attribution software multi-touch attribution integrations HubSpot ActiveCampaign affordable pricing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
budget marketing automation platforms advanced multi-touch attribution pricing HubSpot ActiveCampaign Customer.io Ortto Ruler Analytics attribution 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
marketing attribution software multi-touch attribution integrations HubSpot ActiveCampaign affordable pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1