Real ChatGPT answer · index seedCnppzK9d3TUcompleteHome services and improvement · roofingcommercial
What is the average cost to replace lead pipe boots myself versus hiring a local roofer in Ohio during the spring?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average cost to replace lead pipe boots myself versus hiring a local roofer in Ohio during the spring?
1 real search · 1 real-search pass
Ohio roof pipe boot replacement cost lead plumbing vent boot flashing labor materials 2026 spring roofer estimateGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Ohio roof pipe boot replacement cost lead plumbing vent boot flashing labor materials 2026 spring roofer estimate Google ↗
- How Much Does It Cost to Replace Roof Vent Boots [2026 Data] · angi.com
- Roof Repair Cost in Ohio (2026) · 3droofs.com
- Vent Pipe Flashing Replacement 2026: Cost & DIY · theroofingbrief.com