Real ChatGPT answer · index seed5LOWR2Q8xsocompleteMarketing and advertising · web analyticscommercial

Can you compare the cost and implementation time of the top three attribution modeling tools on the market today for a mid-sized retail brand

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the cost and implementation time of the top three attribution modeling tools on the market today for a mid-sized retail brand
3 real searches · 1 real-search pass
Northbeam pricing implementation onboarding time attribution platform 2026 retail ecommerceGoogle ↗
OBSERVEDOther / navigational
Triple Whale pricing implementation onboarding time attribution platform 2026Google ↗
OBSERVEDOther / navigational
Rockerbox pricing implementation onboarding time attribution platform 2026 retail attributionGoogle ↗
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 (3)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Northbeam pricing implementation onboarding time attribution platform 2026 retail ecommerce Google ↗
Triple Whale pricing implementation onboarding time attribution platform 2026 Google ↗
Rockerbox pricing implementation onboarding time attribution platform 2026 retail attribution Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Northbeam pricing implementation onboarding time attribution platform 2026 retail ecommerce
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Triple Whale pricing implementation onboarding time attribution platform 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Rockerbox pricing implementation onboarding time attribution platform 2026 retail attribution
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1