Where can I find reliable data on polybutylene plumbing failure risks and current insurance underwriting restrictions for properties built in the nineties?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I find reliable data on polybutylene plumbing failure risks and current insurance underwriting restrictions for properties built in the nineties?
3 real searches · 1 real-search pass
polybutylene plumbing failure rates study failure data CPSC report insurance riskGoogle ↗
OBSERVEDConsequence
2026 homeowners insurance underwriting polybutylene plumbing restrictions insurer guidelines replacement requiredGoogle ↗
OBSERVEDConsequence
Tennessee homeowners insurance polybutylene plumbing underwriting guidelines Department of Commerce InsuranceGoogle ↗
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
polybutylene plumbing failure rates study failure data CPSC report insurance risk Google ↗
2026 homeowners insurance underwriting polybutylene plumbing restrictions insurer guidelines replacement required Google ↗
Tennessee homeowners insurance polybutylene plumbing underwriting guidelines Department of Commerce Insurance Google ↗
- NAIC official website · content.naic.org
- SERFF information · serff.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
polybutylene plumbing failure rates study failure data CPSC report insurance risk OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
2026 homeowners insurance underwriting polybutylene plumbing restrictions insurer guidelines replacement required OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Tennessee homeowners insurance polybutylene plumbing underwriting guidelines Department of Commerce Insurance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |