Real ChatGPT answer · index seedJJ0GtxquGbUcompleteB2B software · marketing automationcomparison

is it cheaper to build custom marketing ROI attribution dashboards or pay for native reporting in enterprise tools

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
is it cheaper to build custom marketing ROI attribution dashboards or pay for native reporting in enterprise tools
2 real searches · 1 real-search pass
enterprise marketing attribution reporting native analytics pricing custom dashboard build cost maintenance 2025 2026Google ↗
OBSERVEDOther / navigational
marketing attribution software enterprise pricing analytics warehouse dashboard costs comparisonGoogle ↗
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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
enterprise marketing attribution reporting native analytics pricing custom dashboard build cost maintenance 2025 2026 Google ↗
marketing attribution software enterprise pricing analytics warehouse dashboard costs comparison Google ↗
  1. Salesforce Add-on Pricing · salesforce.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
enterprise marketing attribution reporting native analytics pricing custom dashboard build cost maintenance 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
marketing attribution software enterprise pricing analytics warehouse dashboard costs comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1