Real ChatGPT answer · index seedFiUrfDYdZ5UcompleteHome services and improvement · DIY projectscommercial
What factors are currently driving up the cost to build a backyard deck this year so I can budget our office upgrade accordingly?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors are currently driving up the cost to build a backyard deck this year so I can budget our office upgrade accordingly?
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
2026 U.S. deck construction costs drivers lumber prices labor costs composite decking tariffs building permits material prices Google ↗
2026 lumber market outlook construction labor costs decking materials tariffs United States Google ↗
- Framing Lumber Prices · nahb.org
- Wood Products Tariffs 2026: Market Impact Analysis · fastmarkets.com
- Builder Labor Shortages Top Last Boom's Levels: NAHB · realtywire.com
- NAHB: Input cost inflation reaccelerates, squeezing builder margins · housingwire.com
- North American Lumber Market Outlook and Trends · fastmarkets.com
- How Tariffs Impact the Home Building Industry · nahb.org
- Construction Cost Index: 3rd Quarter 2026 · mortenson.com
- How Much Does It Cost to Build a Deck? [2026 Data] · angi.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 U.S. deck construction costs drivers lumber prices labor costs composite decking tariffs building permits material prices OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 lumber market outlook construction labor costs decking materials tariffs United States OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |