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
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)
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 ↗
- 2026 Home Service Marketing Benchmarks and Insights · pipelineon.com
- Cost Per Lead Benchmarks by Trade (2026) · verlua.com
- Average cost per lead · wordstream.com
- 2026 Home Services Marketing Benchmarks · opusgroupusa.com
- Reach Local Customers with Local Service Ads · ads.google.com
- Introduction · support.google.com
- Tips to improve your local ranking on Google · support.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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 |