Real ChatGPT answer · index seedLyS9ywtHbOUcompleteMarketing and advertising · local marketinghowto

What kind of budget do we need for Local Service Ads to get at least twenty quality leads a week for a local roofer?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What kind of budget do we need for Local Service Ads to get at least twenty quality leads a week for a local roofer?
2 real searches · 1 real-search pass
Google Local Services Ads roofing lead pricing cost per lead 2026 roofing contractorsGoogle ↗
OBSERVEDOther / navigational
2026 Google Local Services Ads roofing cost per lead average roofing contractor benchmarks cost per leadGoogle ↗
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
Google Local Services Ads roofing lead pricing cost per lead 2026 roofing contractors Google ↗
2026 Google Local Services Ads roofing cost per lead average roofing contractor benchmarks cost per lead Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Local Services Ads roofing lead pricing cost per lead 2026 roofing contractors
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 Google Local Services Ads roofing cost per lead average roofing contractor benchmarks cost per lead
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1