Real ChatGPT answer · index seedFLvuxi0PHsEcompleteMarketing and advertising · brandinginformational

What benchmarks exist for customer lifetime value across different brand architecture models in the consumer packaged goods sector?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What benchmarks exist for customer lifetime value across different brand architecture models in the consumer packaged goods sector?
3 real searches · 1 real-search pass
consumer packaged goods customer lifetime value benchmarks brand architecture house of brands branded house CLV researchGoogle ↗
OBSERVEDReason
CPG customer lifetime value benchmark repeat purchase retention customer equity brand portfolio architecture academic studyGoogle ↗
OBSERVEDReason
brand architecture branded house house of brands customer lifetime value empirical research CPGGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
consumer packaged goods customer lifetime value benchmarks brand architecture house of brands branded house CLV research Google ↗
CPG customer lifetime value benchmark repeat purchase retention customer equity brand portfolio architecture academic study Google ↗
brand architecture branded house house of brands customer lifetime value empirical research CPG Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
consumer packaged goods customer lifetime value benchmarks brand architecture house of brands branded house CLV research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CPG customer lifetime value benchmark repeat purchase retention customer equity brand portfolio architecture academic study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
brand architecture branded house house of brands customer lifetime value empirical research CPG
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1