Real ChatGPT answer · index seedGTqAVKVZBAUcompleteMarketing and advertising · ad platformsinformational

Is Criteo retargeting still effective for niche retail brands or is it mostly just a waste of money for smaller e-commerce stores?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Criteo retargeting still effective for niche retail brands or is it mostly just a waste of money for smaller e-commerce stores?
2 real searches · 1 real-search pass
Criteo retargeting small ecommerce advertisers minimum budget pricing performance niche retail 2025 2026Google ↗
OBSERVEDOther / navigational
Criteo retargeting incrementality measurement small ecommerce privacy signal loss alternatives Google Meta dynamic retargetingGoogle ↗
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). 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
Criteo retargeting small ecommerce advertisers minimum budget pricing performance niche retail 2025 2026 Google ↗
Criteo retargeting incrementality measurement small ecommerce privacy signal loss alternatives Google Meta dynamic retargeting Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Criteo retargeting small ecommerce advertisers minimum budget pricing performance niche retail 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Criteo retargeting incrementality measurement small ecommerce privacy signal loss alternatives Google Meta dynamic retargeting
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1