Real ChatGPT answer · index seedyt4QbtuByNQcompleteHome services and improvement · contractors and remodelingcomparison
Looking at James Hardie fiber cement siding versus LP SmartSide for a 2500 square foot colonial in the Northeast, which holds up better to severe freeze-thaw cycles?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking at James Hardie fiber cement siding versus LP SmartSide for a 2500 square foot colonial in the Northeast, which holds up better to severe freeze-thaw cycles?
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). 2 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
James Hardie HZ5 freeze thaw performance installation requirements fiber cement siding Northeast official Google ↗
LP SmartSide ExpertFinish freeze thaw moisture swelling warranty installation requirements official Google ↗
- Hardie™ Zone System · jameshardie.com
- Frequently Asked Questions · jameshardie.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
James Hardie HZ5 freeze thaw performance installation requirements fiber cement siding Northeast official OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
LP SmartSide ExpertFinish freeze thaw moisture swelling warranty installation requirements official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |