Real ChatGPT answer · index seedfzZUsY9dXqQcompleteReal estate · new constructioncomparison

Are prefabricated foundation systems cheaper than poured concrete when building on a sloped lot

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are prefabricated foundation systems cheaper than poured concrete when building on a sloped lot
1 real search · 1 real-search pass
prefabricated foundation systems sloped site cost helical piers precast concrete foundation comparisonGoogle ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
prefabricated foundation systems sloped site cost helical piers precast concrete foundation comparison Google ↗
  1. Coberta_09_07_15docx · upcommons.upc.edu
  2. Building on a Sloping Lot in the East Bay · soconstruct.com
  3. Hillside Foundation Costs in Los Angeles: What to Expect · bensonconstructiongroup.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
prefabricated foundation systems sloped site cost helical piers precast concrete foundation comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1