Real ChatGPT answer · index seedIa5fTcyCQ9UcompleteMarketing and advertising · local marketingcomparison

Calculate the projected ROI of localized paid search campaigns compared to organic Google Maps optimization for an emergency HVAC repair company in Chicago.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Calculate the projected ROI of localized paid search campaigns compared to organic Google Maps optimization for an emergency HVAC repair company in Chicago.
2 real searches · 1 real-search pass
Chicago emergency HVAC repair Google Ads cost per click CPC HVAC 2025 2026Google ↗
OBSERVEDOther / navigational
HVAC local SEO Google Maps lead generation benchmarks conversion rate local services 2025Google ↗
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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / 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
Chicago emergency HVAC repair Google Ads cost per click CPC HVAC 2025 2026 Google ↗
HVAC local SEO Google Maps lead generation benchmarks conversion rate local services 2025 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Chicago emergency HVAC repair Google Ads cost per click CPC HVAC 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
HVAC local SEO Google Maps lead generation benchmarks conversion rate local services 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1