Real ChatGPT answer · index seedSy9DcG6K0qIcompleteMarketing and advertising · local marketingbrand

How has the recent rise in inflation affected how small local retailers in the Midwest allocate their monthly advertising budgets?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How has the recent rise in inflation affected how small local retailers in the Midwest allocate their monthly advertising budgets?
2 real searches · 1 real-search pass
2026 small business advertising spending inflation costs local retailers Midwest marketing budgets surveyGoogle ↗
OBSERVEDReason
2025 small business marketing budget inflation advertising spend local retailers survey United StatesGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
2026 small business advertising spending inflation costs local retailers Midwest marketing budgets survey Google ↗
2025 small business marketing budget inflation advertising spend local retailers survey United States Google ↗
  1. Small Business Index · uschamber.com
  2. Business Practices · static1.squarespace.com
  3. constantcontact.com · constantcontact.com
  4. Small businesses invest in marketing through inflation instead of pulling back · emarketer.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 small business advertising spending inflation costs local retailers Midwest marketing budgets survey
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2025 small business marketing budget inflation advertising spend local retailers survey United States
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1