Real ChatGPT answer · index seedn7fJmaJk2n4completeMarketing and advertising · SEOcommercial

Can you compare the leading local service ads management services for a home repair business run by a family of four?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the leading local service ads management services for a home repair business run by a family of four?
3 real searches · 1 real-search pass
best Google Local Services Ads management agencies home services pricing 2026 small businessGoogle ↗
OBSERVEDComparison
Google Local Services Ads management companies pricing plans home repair contractors reviewsGoogle ↗
OBSERVEDReason
Google Local Services Ads management service providers compare LSA management agency home servicesGoogle ↗
OBSERVEDComparison

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 / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best Google Local Services Ads management agencies home services pricing 2026 small business Google ↗
Google Local Services Ads management companies pricing plans home repair contractors reviews Google ↗
Google Local Services Ads management service providers compare LSA management agency home services Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best Google Local Services Ads management agencies home services pricing 2026 small business
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Google Local Services Ads management companies pricing plans home repair contractors reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Local Services Ads management service providers compare LSA management agency home services
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1