Real ChatGPT answer · index seedE6JJyUHKxiEcompleteMarketing and advertising · local marketinginformational

What formula do marketing agencies use to prove ROI on localized social media ad campaigns to skeptical small business owners?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What formula do marketing agencies use to prove ROI on localized social media ad campaigns to skeptical small business owners?
1 real search · 1 real-search pass
localized social media advertising campaign ROI measurement small business attribution calls coupon codes geo targeting metricsGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
localized social media advertising campaign ROI measurement small business attribution calls coupon codes geo targeting metrics Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
localized social media advertising campaign ROI measurement small business attribution calls coupon codes geo targeting metrics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1