Real ChatGPT answer · index seednMQUiJzsayIcompleteHome services and improvement · contractors and remodelingcomparison
Compare James Hardie residing costs versus LP SmartSide installation pricing per square foot for a two-story colonial in the Northeast.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare James Hardie residing costs versus LP SmartSide installation pricing per square foot for a two-story colonial in the Northeast.
3 real searches · 1 real-search pass
2026 James Hardie fiber cement siding installed cost per square foot Northeast labor removal old sidingGoogle ↗
OBSERVEDShort fact
2026 LP SmartSide installed cost per square foot labor siding installation costGoogle ↗
OBSERVEDShort fact
Northeast siding installation cost per square foot fiber cement engineered wood siding 2026Google ↗
OBSERVEDShort fact
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
2026 James Hardie fiber cement siding installed cost per square foot Northeast labor removal old siding Google ↗
2026 LP SmartSide installed cost per square foot labor siding installation cost Google ↗
Northeast siding installation cost per square foot fiber cement engineered wood siding 2026 Google ↗
- Siding Replacement Cost in NH: The 2026 Pricing Guide · compass-exteriors.com
- Siding Installation in Syracuse, NY · sapconst.com
- Siding Cost in Southern NH (2026) — by Material · sidingrated.com
- How Much Does Siding Cost on Long Island? (2026 Guide) · longislandexteriorco.com
- Siding Cost on Long Island: Complete 2026 Guide | ERS Roofing & Siding · ersroofingservices.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 James Hardie fiber cement siding installed cost per square foot Northeast labor removal old siding OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 LP SmartSide installed cost per square foot labor siding installation cost OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Northeast siding installation cost per square foot fiber cement engineered wood siding 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |