Real ChatGPT answer · index seedBMsFZ6WVkPwcompleteMarketing and advertising · marketing agenciescommercial

As a working dad running marketing for a midsize retail brand, I need to know which agency specializes in writing compelling B2C case studies that actually prove ROI to skeptical executives.

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

The searches the AI actually ran for this prompt.

SEED QUERY
As a working dad running marketing for a midsize retail brand, I need to know which agency specializes in writing compelling B2C case studies that actually prove ROI to skeptical executives.
3 real searches · 1 real-search pass
agency specializes in B2C customer case studies ROI storytelling retail brands case study writing agencyGoogle ↗
OBSERVEDReason
B2C case study writing agency customer stories measurable ROI marketing agencyGoogle ↗
OBSERVEDReason
case study copywriting agency consumer brands retail ROI case studiesGoogle ↗
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).

Searches and sources

ChatGPT3 real searches · gpt-6
agency specializes in B2C customer case studies ROI storytelling retail brands case study writing agency Google ↗
B2C case study writing agency customer stories measurable ROI marketing agency Google ↗
case study copywriting agency consumer brands retail ROI case studies Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
agency specializes in B2C customer case studies ROI storytelling retail brands case study writing agency
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
B2C case study writing agency customer stories measurable ROI marketing agency
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
case study copywriting agency consumer brands retail ROI case studies
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1