Real ChatGPT answer · index seedw8rI6ePy7i0completeMarketing and advertising · local marketingcommercial

What is the typical monthly budget needed to see a real return on Yelp advertising for a local HVAC repair business?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the typical monthly budget needed to see a real return on Yelp advertising for a local HVAC repair business?
3 real searches · 1 real-search pass
Yelp Ads pricing HVAC contractors monthly budget cost per click lead generation 2026Google ↗
OBSERVEDOther / navigational
Yelp Ads for home services HVAC advertising budget minimum daily budget cost leadsGoogle ↗
OBSERVEDOther / navigational
HVAC contractor average cost per lead average job value gross profit marketing ROI benchmarks 2025 2026Google ↗
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 / navigational67%ComparisonConsequenceReason33%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
Yelp Ads pricing HVAC contractors monthly budget cost per click lead generation 2026 Google ↗
Yelp Ads for home services HVAC advertising budget minimum daily budget cost leads Google ↗
HVAC contractor average cost per lead average job value gross profit marketing ROI benchmarks 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Yelp Ads pricing HVAC contractors monthly budget cost per click lead generation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Yelp Ads for home services HVAC advertising budget minimum daily budget cost leads
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
HVAC contractor average cost per lead average job value gross profit marketing ROI benchmarks 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1