What are the most common failure points associated with aging cast iron plumbing systems in historic New England homes, and what non-invasive diagnostic tools work best?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most common failure points associated with aging cast iron plumbing systems in historic New England homes, and what non-invasive diagnostic tools work best?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
cast iron drain pipe inspection diagnostic tools CCTV sewer camera ultrasonic thickness testing acoustic leak detection historic homes Google ↗
cast iron pipe graphitic corrosion internal inspection limitations CCTV ultrasonic thickness testing Google ↗
- Report on Condition Assessment Technology of Wastewater Collection Systems · nepis.epa.gov
- EPA/600/R-09/049 | May 2009 · nepis.epa.gov
- FINAL REPORT · primis-uat.phmsa.dot.gov
- Condition Assessment Technologies for Drinking Water and Wastewater Pipelines: · vtechworks.lib.vt.edu
- Evaluation of Opportunities to Improve Structural Inspection Capabilities for Water Mains: Large Diameter Cast Iron Pipe · nepis.epa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cast iron drain pipe inspection diagnostic tools CCTV sewer camera ultrasonic thickness testing acoustic leak detection historic homes OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
cast iron pipe graphitic corrosion internal inspection limitations CCTV ultrasonic thickness testing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |