Real ChatGPT answer · index seedNS5nNe9OvokcompleteMarketing and advertising · influencer marketinghowto

What technical steps are needed to integrate custom promo code attribution with our first-party data stack to accurately measure influencer-driven CPA?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What technical steps are needed to integrate custom promo code attribution with our first-party data stack to accurately measure influencer-driven CPA?
3 real searches · 1 real-search pass
first party data influencer promo code attribution server side conversion tracking data warehouse best practices documentationGoogle ↗
OBSERVEDOther / navigational
GA4 ecommerce transaction_id purchase event deduplication documentationGoogle ↗
OBSERVEDReason
Segment tracking identify anonymous_id user_id event tracking documentationGoogle ↗
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 / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / 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
first party data influencer promo code attribution server side conversion tracking data warehouse best practices documentation Google ↗
GA4 ecommerce transaction_id purchase event deduplication documentation Google ↗
Segment tracking identify anonymous_id user_id event tracking documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
first party data influencer promo code attribution server side conversion tracking data warehouse best practices documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
GA4 ecommerce transaction_id purchase event deduplication documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Segment tracking identify anonymous_id user_id event tracking documentation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1