Real ChatGPT answer · index seedlNUa8b0HDgscompleteHome services and improvement · contractors and remodelingcomparison

Compare the marketing ROI of local Google Local Services Ads versus traditional SEO for a bathroom remodeling company

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the marketing ROI of local Google Local Services Ads versus traditional SEO for a bathroom remodeling company
3 real searches · 1 real-search pass
Google Local Services Ads pay per lead dispute leads Google official eligibility ranking factors home services 2026Google ↗
OBSERVEDReason
Google Search Central SEO starter guide local business profile local ranking relevance distance prominence officialGoogle ↗
OBSERVEDInstruction
bathroom remodeling contractor marketing cost per lead Google Local Services Ads SEO 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 / navigationalComparisonConsequenceReason67%DefinitionInstruction33%Yes / 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
Google Local Services Ads pay per lead dispute leads Google official eligibility ranking factors home services 2026 Google ↗
Google Search Central SEO starter guide local business profile local ranking relevance distance prominence official Google ↗
bathroom remodeling contractor marketing cost per lead Google Local Services Ads SEO ROI benchmarks 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Local Services Ads pay per lead dispute leads Google official eligibility ranking factors home services 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central SEO starter guide local business profile local ranking relevance distance prominence official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
bathroom remodeling contractor marketing cost per lead Google Local Services Ads SEO ROI benchmarks 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1