Real ChatGPT answer · index seeddniBtX5csmYcompleteMarketing and advertising · social media marketingcomparison

Analyze the differences between using custom UTM parameters and Northbeam for accurately measuring the lift of organic social media posting.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Analyze the differences between using custom UTM parameters and Northbeam for accurately measuring the lift of organic social media posting.
3 real searches · 1 real-search pass
Northbeam attribution methodology organic social media incrementality attribution platform documentationGoogle ↗
OBSERVEDReason
UTM parameters limitations organic social dark social attribution Google Analytics documentationGoogle ↗
OBSERVEDInstruction
Northbeam incrementality testing marketing attribution methodology first party dataGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason67%DefinitionInstruction33%Yes / 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 attribution methodology organic social media incrementality attribution platform documentation Google ↗
UTM parameters limitations organic social dark social attribution Google Analytics documentation Google ↗
Northbeam incrementality testing marketing attribution methodology first party data Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Northbeam attribution methodology organic social media incrementality attribution platform documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
UTM parameters limitations organic social dark social attribution Google Analytics documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Northbeam incrementality testing marketing attribution methodology first party data
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1